This document was created to analyze NCRMP BMU data

1 Load and clean data

## # A tibble: 3 × 1
##   species
##   <chr>  
## 1 iso    
## 2 ofav   
## 3 plob
## $in_barData_pacific_but_not_in_csv
## character(0)
## 
## $in_csv_but_not_in_barData_pacific
## character(0)
## $in_barData_atlantic_but_not_in_csv
## character(0)
## 
## $in_csv_but_not_in_barData_atlantic
## character(0)

## 
## Calculated (imputed) volumeBlockPre tagNum values:
##   ofav: 1321, 1322, 1323, 1324, 1325, 4860, 4861, 4862, 4863, 4864, 4865, 4866, 4867, 4868, 4869, 4870, 4871, 4872, 4873, 4874, 4875, 4876, 4877, 4878, 4879, 4880, 4881, 4882, 4883, 4884, 4885, 4886, 4887, 4888, 4889, 4890, 4891, 4892, 4893, 4894, 4895, 4896, 4897, 4898, 4899
##   plob: 1601, 1604, 1605, 1607, 1609, 1611, 1612, 1613, 1614, 1615, 1616, 1617, 1618, 1619, 1620, 1635, 1637, 1638, 1639, 1640, 1661, 1662, 1663, 1664, 1665, 1681, 1682, 1683, 1684, 1685, 3229, 3233, 3263, 4578, 4723, 6403, 6404, 6405, 6407, 6409, 6412

1.0.1 Identify and remove bars with NA’s (except those in density)

Bars with missing values (by variable)
Bar tag deltaMass_mgcm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y grazing_mm3cm2y
1001     NA    
1002     NA    
1003     NA    
1004     NA    
1005     NA    
1008     NA    
1009     NA    
1010     NA    
1011     NA    
1012     NA    
1013     NA    
1014 NA NA NA NA NA
1015     NA    
1016     NA    
1017 NA NA NA NA NA
1018     NA    
1019     NA    
1020 NA NA NA NA NA
1021     NA    
1022     NA    
1023     NA    
1024     NA    
1025     NA    
1026     NA    
1027     NA    
1028     NA    
1030     NA    
1031     NA    
1032     NA    
1033     NA    
1034     NA    
1035     NA    
1036   NA NA NA NA
1038 NA NA NA NA NA
1041 NA NA NA NA NA
1043     NA    
1044     NA    
1045     NA    
1046     NA    
1047 NA NA NA NA NA
1048     NA    
1049   NA NA NA NA
1050 NA NA NA NA NA
1051     NA    
1052     NA    
1053     NA    
1054     NA    
1055     NA    
1056   NA NA NA NA
1057   NA NA NA NA
1058     NA    
1059 NA NA NA NA NA
1060     NA    
1061 NA NA NA NA NA
1062   NA NA NA NA
1064     NA    
1065     NA    
1066     NA    
1067     NA    
1068     NA    
1069     NA    
1070   NA NA NA NA
1071   NA NA NA NA
1072 NA NA NA NA NA
1073 NA NA NA NA NA
1074     NA    
1075   NA NA NA NA
1076     NA    
1077   NA NA NA NA
1078     NA    
1079     NA    
1080     NA    
1081     NA    
1082     NA    
1083     NA    
1084     NA    
1085     NA    
1086     NA    
1087     NA    
1088     NA    
1089     NA    
1090     NA    
1091     NA    
1092 NA NA NA NA NA
1093     NA    
1094     NA    
1095 NA NA NA NA NA
1096     NA    
1097     NA    
1098   NA NA NA NA
1099     NA    
1100   NA NA NA NA
1206 NA NA NA NA NA
1231     NA    
1232     NA    
1233     NA    
1303 NA NA NA NA NA
1311 NA NA NA NA NA
1321     NA    
1322     NA    
1323     NA    
1324     NA    
1325     NA    
1601 NA NA NA NA NA
1601 NA NA NA NA NA
1604 NA NA NA NA NA
1604 NA NA NA NA NA
1605 NA NA NA NA NA
1605 NA NA NA NA NA
1607 NA NA NA NA NA
1607 NA NA NA NA NA
1609 NA NA NA NA NA
1609 NA NA NA NA NA
1610 NA NA NA NA NA
1611 NA NA NA NA NA
1611 NA NA NA NA NA
1612 NA NA NA NA NA
1612 NA NA NA NA NA
1613 NA NA NA NA NA
1613 NA NA NA NA NA
1614 NA NA NA NA NA
1614 NA NA NA NA NA
1615 NA NA NA NA NA
1615 NA NA NA NA NA
1616 NA NA NA NA NA
1616 NA NA NA NA NA
1617 NA NA NA NA NA
1617 NA NA NA NA NA
1618 NA NA NA NA NA
1618 NA NA NA NA NA
1619 NA NA NA NA NA
1619 NA NA NA NA NA
1620 NA NA NA NA NA
1620 NA NA NA NA NA
1626 NA NA NA NA NA
1627 NA NA NA NA NA
1630 NA NA NA NA NA
1631 NA NA NA NA NA
1633 NA NA NA NA NA
1634 NA NA NA NA NA
1635 NA NA NA NA NA
1635 NA NA NA NA NA
1636 NA NA NA NA NA
1637 NA NA NA NA NA
1637 NA NA NA NA NA
1638 NA NA NA NA NA
1638 NA NA NA NA NA
1639 NA NA NA NA NA
1639 NA NA NA NA NA
1640 NA NA NA NA NA
1640 NA NA NA NA NA
1644 NA NA NA NA NA
1645 NA NA NA NA NA
1648 NA NA NA NA NA
1650 NA NA NA NA NA
1653 NA NA NA NA NA
1654 NA NA NA NA NA
1661 NA NA NA NA NA
1661 NA NA NA NA NA
1662 NA NA NA NA NA
1662 NA NA NA NA NA
1663 NA NA NA NA NA
1663 NA NA NA NA NA
1664 NA NA NA NA NA
1664 NA NA NA NA NA
1665 NA NA NA NA NA
1665 NA NA NA NA NA
1680 NA NA NA NA NA
1681 NA NA NA NA NA
1681 NA NA NA NA NA
1682 NA NA NA NA NA
1682 NA NA NA NA NA
1683 NA NA NA NA NA
1683 NA NA NA NA NA
1684 NA NA NA NA NA
1684 NA NA NA NA NA
1685 NA NA NA NA NA
1685 NA NA NA NA NA
1697 NA NA NA NA NA
1700 NA NA NA NA NA
2178   NA     NA
2179   NA NA NA NA
2180   NA NA NA NA
2181   NA     NA
2182   NA     NA
2183   NA     NA
2184   NA     NA
3229     NA    
3233     NA    
3237 NA NA NA NA NA
3245     NA    
3247     NA    
3254 NA NA NA NA NA
3263     NA    
3268 NA NA NA NA NA
3271 NA NA NA NA NA
3273 NA NA NA NA NA
3586 NA NA NA NA NA
3591 NA NA NA NA NA
3704 NA NA NA NA NA
3732 NA NA NA NA NA
3743 NA NA NA NA NA
3748 NA NA NA NA NA
3758 NA NA NA NA NA
3759 NA NA NA NA NA
3767 NA NA NA NA NA
3774 NA NA NA NA NA
3780 NA NA NA NA NA
3786 NA NA NA NA NA
3794 NA NA NA NA NA
3798 NA NA NA NA NA
4578 NA NA NA NA NA
4601   NA NA   NA
4602 NA NA NA NA NA
4602 NA NA NA NA NA
4603   NA NA   NA
4604   NA NA   NA
4607   NA NA   NA
4608   NA NA   NA
4610 NA NA NA NA NA
4611   NA NA   NA
4612   NA NA   NA
4613   NA NA   NA
4614   NA NA   NA
4616   NA NA   NA
4617   NA NA   NA
4618   NA NA   NA
4618 NA NA NA NA NA
4619 NA NA NA NA NA
4620   NA NA   NA
4621   NA NA   NA
4622   NA NA   NA
4623   NA NA   NA
4624   NA NA   NA
4626   NA NA   NA
4627   NA NA   NA
4628   NA NA   NA
4628 NA NA NA NA NA
4629   NA NA   NA
4630 NA NA NA NA NA
4631   NA NA   NA
4632   NA NA   NA
4633   NA NA   NA
4634   NA NA   NA
4635   NA NA   NA
4636   NA NA   NA
4637   NA NA   NA
4638   NA NA   NA
4639   NA NA   NA
4641   NA NA   NA
4642 NA NA NA NA NA
4643   NA NA   NA
4644 NA NA NA NA NA
4646   NA NA   NA
4648   NA NA   NA
4650   NA NA   NA
4651   NA NA   NA
4652   NA NA   NA
4654   NA NA   NA
4655   NA NA   NA
4656 NA NA NA NA NA
4657   NA NA   NA
4658   NA NA   NA
4666   NA NA   NA
4668   NA NA   NA
4670   NA NA   NA
4672 NA NA NA NA NA
4674   NA NA   NA
4676   NA NA   NA
4678   NA NA   NA
4679   NA NA   NA
4680   NA NA   NA
4681   NA NA   NA
4683   NA NA   NA
4684   NA NA   NA
4685   NA NA   NA
4685 NA NA NA NA NA
4686   NA NA   NA
4687   NA NA   NA
4688   NA NA   NA
4689   NA NA   NA
4690 NA NA NA NA NA
4691   NA NA   NA
4693   NA NA   NA
4695   NA NA   NA
4696   NA NA   NA
4697   NA NA   NA
4698   NA NA   NA
4699   NA NA   NA
4700   NA NA   NA
4721   NA NA NA NA
4723     NA    
4733   NA NA NA NA
4740 NA NA NA NA NA
4741 NA NA NA NA NA
4743   NA NA NA NA
4748   NA NA NA NA
4759 NA NA NA NA NA
4760   NA NA NA NA
4762 NA NA NA NA NA
4763   NA NA NA NA
4771   NA NA NA NA
4774   NA NA NA NA
4786 NA NA NA NA NA
4788 NA NA NA NA NA
4791 NA NA NA NA NA
4795 NA NA NA NA NA
4818   NA NA NA NA
4822 NA NA NA NA NA
4823   NA NA NA NA
4831   NA NA NA NA
4860     NA    
4861     NA    
4862     NA    
4863     NA    
4864     NA    
4865     NA    
4866     NA    
4867     NA    
4868 NA NA NA NA NA
4869     NA    
4870     NA    
4871     NA    
4872     NA    
4873     NA    
4874 NA NA NA NA NA
4875     NA    
4876 NA NA NA NA NA
4877     NA    
4878     NA    
4879 NA NA NA NA NA
4880 NA NA NA NA NA
4881     NA    
4882     NA    
4883     NA    
4884 NA NA NA NA NA
4885     NA    
4886     NA    
4887     NA    
4888     NA    
4889     NA    
4890     NA    
4891     NA    
4892     NA    
4893     NA    
4894     NA    
4895 NA NA NA NA NA
4896     NA    
4897     NA    
4898     NA    
4899     NA    
4918       NA NA
4919 NA NA NA NA NA
4920 NA NA NA NA NA
4922       NA NA
4925       NA NA
4976   NA NA NA NA
4977   NA NA NA NA
4978   NA NA NA NA
4979   NA NA NA NA
4980     NA    
4981     NA    
4982     NA    
4983     NA    
4984     NA    
4985     NA    
4996   NA NA   NA
5000   NA NA   NA
6403 NA NA NA NA NA
6404 NA NA NA NA NA
6405 NA NA NA NA NA
6407 NA NA NA NA NA
6409 NA NA NA NA NA
6412 NA NA NA NA NA
6440 NA NA NA NA NA
6526       NA NA
6530       NA NA
6531 NA NA NA NA NA
6545 NA NA NA NA NA
6546 NA NA NA NA NA
6548 NA NA NA NA NA
6549 NA NA NA NA NA
6581 NA NA NA NA NA
## Bars to remove due to NA (excluding density): 262

1.0.2 Graph response distributions, remove bar outliers over 3sd

Values Outside ±3 SD (by variable)
Bar tag deltaMass_mgcm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y grazing_mm3cm2y
1015     NA -24.8938777859082  
1089 349.434480122324 323.694505156728 NA    
1091 204.908263630731 179.12630353005 NA    
1099 358.255125506704 185.217165931946 NA    
1202         -111.780156371243
1307       -24.5193132628601  
1621       -28.9974082568807  
1652       -31.2095522826452  
1655       -35.0926548338369  
1668       -29.4517093515038  
1677       -29.4132597117794  
3209 298.84749589491 169.089583222154      
3223     6.62596111353211    
3224     -3.83347528923408    
3230         -118.902026911429
3257       -30.0331134324082  
3261 178.62672604253 114.04805057132      
3267         -118.057946004559
3272     -9.1543745044013    
3274     -6.79311600957022   -123.858158064836
3286       -40.20584745116  
3701       -26.3157627875794  
3761         -123.61576600303
3772       -46.4086290266996  
3773     -9.27418068209876    
4881     NA -27.351762336159  
4896     NA -29.1832910299278  
4913     -4.47262853407638    
4915     -4.69132108660914    
4926     8.28476761202485    
4927     7.75247275694444    
6422       -64.5657941863532  
6442   -139.76654149661     -137.108488703915
6443       -32.1697529503733  
6453         -137.944670965684
6540       -26.1374506049242  
6563       -42.9801620597015  
6585     -14.4566789097368    
## Bars to remove due to ±3 SD outliers: 38

1.0.3 Graph deployment duration

1.0.4 Clean data

Remove data that is 1. Not successfully recovered 2. Not plob or mcav 3. Tag 1022 4. Data from Maug seep 5. Grazing data that is positive 6. Deployed for more than 6 years or less than 2 years 7. Depth is less than 10m

1.0.5 Remove sites with low replication

## ### loc3 removed due to insufficient replication (< 3 BARs)
site n_bar n_parrot_comm n_parrot_fxn
keys-uki 0 37 74
frenchFrigateShoals-north 0 32 64
keys-lko 0 22 44
keys-mko 0 22 44
puertoRico-southwest 0 18 36
keys-lki 0 16 32
oahu-southeast 0 14 28
frenchFrigateShoals-east 0 11 22
pearlHermes-east 0 11 22
keys-mki 0 10 20
maug-innerHCO2 0 10 20
maug-innerMCO2 0 10 20
hawaii-south 0 10 20
hawaii-east 0 10 20
oahu-southwest 0 10 20
frenchFrigateShoals-south 0 10 20
frenchFrigateShoals-west 1 10 20
jarvis-east 2 28 56
saintJohn-east 2 13 26
pearlHermes-north 2 11 22
saipan-north 2 11 22
## Total BARs before filtering: 420
## Total BARs removed: 9
## Percent removed: 2.1 %

1.0.6 Check binds across datasets

loc1 Comparison: BAR vs PARROT vs ENV
loc1 in_BAR in_PARROT in_ENV match_status
caribbean TRUE TRUE TRUE MATCH
florida TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
marianas TRUE TRUE TRUE MATCH
middleHawaiianIslands TRUE TRUE TRUE MATCH
northwestHawaiianIslands TRUE TRUE TRUE MATCH
pacificRemoteIslandArea TRUE TRUE TRUE MATCH
samoa TRUE TRUE TRUE MATCH
loc2 Comparison: BAR vs PARROT vs ENV
loc2 in_BAR in_PARROT in_ENV match_status
dryTortugas TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
guam TRUE TRUE TRUE MATCH
hawaii TRUE TRUE TRUE MATCH
jarvis TRUE TRUE TRUE MATCH
keys TRUE TRUE TRUE MATCH
maug TRUE TRUE TRUE MATCH
oahu TRUE TRUE TRUE MATCH
ofu TRUE TRUE TRUE MATCH
pagan TRUE TRUE TRUE MATCH
palmyra TRUE TRUE TRUE MATCH
pearlHermes TRUE TRUE TRUE MATCH
puertoRico TRUE TRUE TRUE MATCH
saintCroix TRUE TRUE TRUE MATCH
saintJohn TRUE TRUE TRUE MATCH
saintThomas TRUE TRUE TRUE MATCH
saipan TRUE TRUE TRUE MATCH
tau TRUE TRUE TRUE MATCH
tutuila TRUE TRUE TRUE MATCH
wake TRUE TRUE TRUE MATCH
loc3 Comparison: BAR vs PARROT vs ENV
loc3 in_BAR in_PARROT in_ENV match_status
dryTortugas-west TRUE TRUE TRUE MATCH
flowerGardenBanks-east TRUE TRUE TRUE MATCH
guam-east TRUE TRUE TRUE MATCH
guam-north TRUE TRUE TRUE MATCH
guam-south TRUE TRUE TRUE MATCH
guam-west TRUE TRUE TRUE MATCH
hawaii-north TRUE TRUE TRUE MATCH
hawaii-west TRUE TRUE TRUE MATCH
jarvis-south TRUE TRUE TRUE MATCH
jarvis-west TRUE TRUE TRUE MATCH
keys-uko TRUE TRUE TRUE MATCH
maug-east TRUE TRUE TRUE MATCH
maug-north TRUE TRUE TRUE MATCH
maug-south TRUE TRUE TRUE MATCH
maug-west TRUE TRUE TRUE MATCH
oahu-east TRUE TRUE TRUE MATCH
oahu-north TRUE TRUE FALSE BAR & PARROT only
oahu-south TRUE TRUE TRUE MATCH
oahu-west TRUE TRUE TRUE MATCH
ofu-north TRUE TRUE TRUE MATCH
ofu-south TRUE TRUE TRUE MATCH
pagan-east TRUE TRUE TRUE MATCH
pagan-north TRUE TRUE TRUE MATCH
pagan-south TRUE TRUE TRUE MATCH
pagan-west TRUE TRUE TRUE MATCH
palmyra-east TRUE TRUE TRUE MATCH
palmyra-north TRUE TRUE TRUE MATCH
palmyra-west TRUE TRUE TRUE MATCH
pearlHermes-south TRUE TRUE TRUE MATCH
pearlHermes-west TRUE TRUE FALSE BAR & PARROT only
puertoRico-east TRUE TRUE TRUE MATCH
puertoRico-north TRUE TRUE TRUE MATCH
puertoRico-northeast TRUE TRUE TRUE MATCH
puertoRico-south TRUE TRUE TRUE MATCH
puertoRico-west TRUE TRUE TRUE MATCH
saintCroix-east TRUE TRUE TRUE MATCH
saintCroix-north TRUE TRUE TRUE MATCH
saintCroix-south TRUE TRUE TRUE MATCH
saintCroix-west TRUE TRUE TRUE MATCH
saintJohn-north TRUE TRUE TRUE MATCH
saintJohn-south TRUE TRUE TRUE MATCH
saintJohn-west TRUE TRUE TRUE MATCH
saintThomas-north TRUE TRUE TRUE MATCH
saintThomas-south TRUE TRUE TRUE MATCH
saintThomas-west TRUE TRUE TRUE MATCH
saipan-east TRUE TRUE TRUE MATCH
saipan-northwest TRUE TRUE TRUE MATCH
saipan-south TRUE TRUE TRUE MATCH
saipan-west TRUE TRUE TRUE MATCH
tau-north TRUE TRUE TRUE MATCH
tau-west TRUE TRUE TRUE MATCH
tutuila-east TRUE TRUE TRUE MATCH
tutuila-north TRUE TRUE TRUE MATCH
tutuila-south TRUE TRUE TRUE MATCH
tutuila-west TRUE TRUE TRUE MATCH
wake-east TRUE TRUE TRUE MATCH
wake-north TRUE TRUE TRUE MATCH
wake-south TRUE TRUE TRUE MATCH
wake-west TRUE TRUE TRUE MATCH

2 Data exploration

2.1 General

2.1.1 Map of BAR, parrot surveys, and environmental sites

2.1.2 Timeline of BAR data, parrot surveys, and environmental data

2.2 BAR data

2.2.1 Summary

There are a total of 411 bars included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
caribbean, flowerGardenBanks, florida, marianas, middleHawaiianIslands, pacificRemoteIslandArea, samoa, northwestHawaiianIslands

Within these larger regions are 20 sublevels (loc2) that are generally inclusive of an island including:
saintCroix, saintThomas, flowerGardenBanks, dryTortugas, keys, puertoRico, saintJohn, guam, hawaii, jarvis, maug, oahu, ofu, pagan, palmyra, pearlHermes, saipan, tau, tutuila, wake

Most islands or loc2 level includes multiple sites (loc3) within it, totaling 59 loc3 levels across both basins

Deployment dates ranged from 2014-03-25 to 2021-06-26 and recovery dates ranged from 2017-04-19 to 2024-08-24. The deployment duration ranged from 993 to 1950 days and was on 1378.1995134 days.

2.2.2 Calculation of stats for bar alteration by loc2

location
duration
depth
deltaMass
deltaVolume
deltaDensity
macroboring
grazing
accretion
basin loc1 loc2 loc1.2 maxDays minDays n maxDepth minDepth meanDepth meanDeltaMass sdDeltaMass seDeltaMass meanDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring sdMacroboring seMacroboring meanGrazing sdGrazing seGrazing meanAccretion sdAccretion seAccretion
atlantic caribbean puertoRico caribbean.puertoRico 1798 1573 23 16.1 13.0 14.91304 -13.448923 29.502368 6.151669 -16.040049 20.777665 4.332442 1.1061227 0.5320711 0.1109445 -6.3528859 5.3297098 1.1113213 -18.84850 18.112591 3.776736 9.161337 6.827225 1.4235749
atlantic caribbean saintCroix caribbean.saintCroix 1441 1090 59 17.0 14.6 16.24915 -9.148334 28.583683 3.721279 -17.442065 24.135804 3.142214 0.9913609 0.8232730 0.1071810 -3.8274967 3.3519761 0.4363901 -25.35870 19.735835 2.569387 11.744134 7.247331 0.9435221
atlantic caribbean saintJohn caribbean.saintJohn 1686 1632 12 16.7 15.2 15.92500 -29.024773 35.636340 10.287325 -28.750337 23.233251 6.706862 NaN NA NA -7.1319396 3.9029046 1.1266715 -29.47767 20.788128 6.001016 7.859276 5.789273 1.6712191
atlantic caribbean saintThomas caribbean.saintThomas 1950 1142 13 16.7 15.5 16.05385 -32.971049 35.340282 9.801631 -33.155309 24.640490 6.834042 NaN NA NA -4.0740055 3.2882413 0.9119941 -34.95498 23.739027 6.584022 5.873674 3.218848 0.8927478
atlantic florida dryTortugas florida.dryTortugas 1093 1043 18 15.2 15.2 15.20000 -16.804326 29.778896 7.018953 -22.812553 24.159547 5.694460 0.5576937 1.7098776 0.4030220 -6.6204479 6.8886331 1.6236664 -24.65467 20.901698 4.926577 8.462564 4.491876 1.0587453
atlantic florida keys florida.keys 1358 1100 35 12.5 12.5 12.50000 8.533807 25.423593 4.297372 -7.012415 19.940548 3.370568 1.2660919 0.5830175 0.0985479 -2.9450028 3.0297685 0.5121243 -24.79986 18.841020 3.184714 20.732453 9.447776 1.5969657
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 1463 1220 10 20.7 20.7 20.70000 -72.273648 38.913584 12.305556 -59.674049 25.840114 8.171362 1.6500681 2.1329018 0.6744828 -0.8068248 1.2321116 0.3896279 -64.54982 22.081816 6.982883 5.682598 4.678050 1.4793294
pacific marianas guam marianas.guam 1813 1085 22 16.5 13.7 14.90000 -16.969641 56.932283 12.138004 -19.667064 44.487784 9.484827 1.3931121 0.7813143 0.1665768 -1.4235523 2.1981541 0.4686480 -38.78312 33.185826 7.075242 20.539605 25.370376 5.4089824
pacific marianas maug marianas.maug 1840 1133 37 16.2 10.4 13.06486 -20.329619 43.155854 7.094779 -26.317644 37.678857 6.194366 1.0373989 0.4025262 0.0661749 -0.8864777 0.6903796 0.1134977 -36.99524 27.985374 4.600767 11.564079 13.009806 2.1387989
pacific marianas pagan marianas.pagan 1879 1136 32 17.4 14.6 15.86875 -3.290765 33.784461 5.972305 -10.175740 29.103407 5.144804 1.0495521 0.5617518 0.0993046 -2.9544263 4.6997275 0.8308023 -23.03372 18.617781 3.291190 15.812411 15.068079 2.6636853
pacific marianas saipan marianas.saipan 1800 1127 23 17.4 12.5 15.36522 -50.308038 47.257391 9.853847 -47.155204 36.709960 7.654556 1.6591509 0.6307645 0.1315235 -0.8146666 1.0867265 0.2265981 -55.21243 29.782467 6.210074 8.871897 9.435812 1.9675029
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 1818 1064 21 14.3 13.7 14.07143 -18.872941 28.483093 6.215520 -19.061123 22.776074 4.970147 1.2084105 0.6451226 0.1407773 -5.7729464 7.2448232 1.5809500 -22.68798 19.003771 4.146963 9.399808 5.576143 1.2168141
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 1849 993 24 14.6 12.2 13.12500 -26.317597 37.402414 7.634736 -23.561269 29.599674 6.042008 1.0863930 1.0448180 0.2132726 -4.6085134 5.3117772 1.0842620 -31.26356 24.603731 5.022216 12.310805 14.594271 2.9790430
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 1870 1088 18 13.7 13.7 13.70000 -4.590498 8.488513 2.000762 -7.711617 5.267356 1.241528 1.0012966 0.1901713 0.0448238 -0.7394912 1.8347163 0.4324468 -12.08787 5.082518 1.197961 5.115749 2.295003 0.5409374
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 1210 1205 6 14.9 14.6 14.75000 -47.427541 33.963475 13.865531 -36.028071 19.609786 8.005662 -0.3210824 1.3553031 0.5533002 -2.0451382 0.5520917 0.2253905 -40.37650 14.634540 5.974526 6.393567 5.071751 2.0705338
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 1207 1202 11 14.9 13.4 14.24545 -49.808010 59.341665 17.892185 -39.125661 43.125375 13.002790 0.6662410 0.8372087 0.2524279 -0.3924558 1.0214884 0.3079903 -50.40374 29.414567 8.868825 11.670531 18.136079 5.4682336
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 1099 1063 13 15.2 13.4 13.95385 -65.346024 65.024952 18.034677 -45.706538 48.406214 13.425468 NaN NA NA -0.7396654 0.9924724 0.2752623 -62.21727 29.033479 8.052438 17.250393 26.708198 7.4075213
pacific samoa ofu samoa.ofu 1214 1199 7 14.6 14.6 14.60000 6.382131 48.624755 18.378430 4.680463 29.713490 11.230643 -0.5377108 0.8564338 0.3237016 -5.9346301 6.8481269 2.5883487 -14.53138 11.833437 4.472619 25.146469 17.989797 6.7995043
pacific samoa tau samoa.tau 1215 1206 8 14.9 14.3 14.60000 41.568708 34.003000 12.021876 29.196089 27.647904 9.775010 0.0392026 1.5035917 0.5315999 -2.6640838 3.6276438 1.2825658 -4.11234 4.635325 1.638835 35.972513 25.555297 9.0351617
pacific samoa tutuila samoa.tutuila 1223 1216 19 15.8 13.7 14.60000 15.614836 51.926517 11.912760 3.532612 36.708065 8.421408 -0.5591948 1.3716151 0.3146701 -3.1631227 2.9894899 0.6858360 -20.39035 20.572391 4.719630 27.086085 24.543633 5.6306956

2.2.3 Calculation of stats for bar alteration by loc3

location
gps
sample size
depth
deployment
duration
deltaMass
deltaVolume
deltaDensity
macroboring
grazing
accretion
basin loc1 loc2 loc1.2 loc3 latitude longitude n maxDepth minDepth meanDepth maxDate minDate maxDays minDays meanDeltaMass sdDeltaMass seDeltaMass meanDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring sdMacroboring seMacroboring meanGrazing sdGrazing seGrazing meanAccretion sdAccretion seAccretion
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-east 18.33066 -65.33373 5 14.3 14.3 14.30000 2022-05-07 2017-08-11 1730 1730 -32.2047447 36.753864 16.436828 -31.6562315 25.578365 11.438992 NaN NA NA -4.3257666 1.7642308 0.7889880 -35.773506 24.077054 10.7675859 8.443041 4.257203 1.9038789
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 18.48227 -66.72124 4 16.0 16.0 16.00000 2022-05-20 2017-06-17 1798 1798 -7.0448502 23.336184 11.668092 -8.4404898 19.631520 9.815760 1.3317820 0.7229541 0.3614770 -3.9018501 3.0752150 1.5376075 -20.117508 17.395273 8.6976366 15.578869 5.067600 2.5337999
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-northeast 18.33696 -65.56462 5 16.1 16.1 16.10000 2022-05-19 2017-08-12 1741 1741 -13.1319285 37.154222 16.615873 -14.0936328 26.818855 11.993757 NaN NA NA -7.5479342 6.0227209 2.6934427 -17.166547 14.277433 6.3850620 10.620848 10.815971 4.8370493
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 4 13.0 13.0 13.00000 2021-11-22 2017-06-16 1620 1620 4.7615226 26.450116 13.225058 -4.5747997 3.506616 1.753308 0.7379584 0.4972624 0.2486312 -8.6998608 7.0490446 3.5245223 -3.932362 3.397415 1.6987074 8.057423 5.111981 2.5559903
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 5 15.0 15.0 15.00000 2021-10-08 2017-06-18 1573 1573 -14.7017112 17.557767 7.852072 -17.6221298 14.168199 6.336211 1.2201267 0.2629378 0.1175894 -7.2682058 7.2802438 3.2558240 -14.523151 13.270880 5.9349180 4.169227 2.351464 1.0516067
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 14 16.4 16.4 16.40000 2022-09-08 2016-09-14 1095 1090 -23.1059383 37.029053 9.896431 -28.5693283 28.811632 7.700233 1.0226113 0.8538956 0.2282132 -5.8291833 4.7386006 1.2664443 -35.561184 20.364919 5.4427536 12.821039 9.861596 2.6356224
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 19 16.5 16.5 16.50000 2022-09-05 2014-05-26 1441 1090 4.7993866 19.064954 4.373800 -5.6039908 16.046698 3.681365 1.0503442 0.7944684 0.1822635 -2.9986200 2.0204178 0.4635156 -16.424673 14.181937 3.2535595 13.819303 5.341399 1.2254009
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 11 14.6 14.6 14.60000 2022-09-08 2016-09-13 1094 1092 1.0137713 16.027510 4.832476 -7.9890801 12.568688 3.789602 0.8039674 0.9317554 0.2809348 -5.1056032 2.5064009 0.7557083 -14.930214 6.473458 1.9518210 12.046737 8.976141 2.7064083
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 15 17.0 17.0 17.00000 2022-09-07 2016-09-12 1095 1091 -21.2405598 27.643599 7.137547 -28.9837008 25.917295 6.691817 1.0445646 0.8046882 0.2077696 -2.0718884 2.5371390 0.6550865 -34.800379 23.380534 6.0368279 7.888567 3.171426 0.8188588
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-north 18.36316 -64.77052 4 15.5 15.5 15.50000 2022-03-10 2017-08-14 1669 1669 -15.1623165 19.463421 9.731711 -18.7663331 15.625151 7.812575 NaN NA NA -6.9158866 4.0810603 2.0405301 -21.889924 10.347238 5.1736189 10.039478 4.785433 2.3927166
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-south 18.30976 -64.72299 5 16.7 16.7 16.70000 2022-02-01 2017-08-14 1632 1632 -49.6995660 46.646871 20.861115 -43.1215054 28.537431 12.762327 NaN NA NA -6.9591030 5.2802977 2.3614209 -41.568421 27.329393 12.2220761 5.406018 3.580199 1.6011137
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-west 18.32802 -64.80903 3 15.2 15.2 15.20000 2022-03-28 2017-08-15 1686 1686 -13.0500610 15.128759 8.734593 -18.1103961 9.398103 5.425997 NaN NA NA -7.7080712 1.5388496 0.8884552 -19.443429 9.527471 5.5006882 9.041104 9.884443 5.7067856
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-north 18.38262 -64.97816 4 15.5 15.5 15.50000 2022-02-18 2017-08-13 1650 1650 -25.7917203 27.776020 13.888010 -31.0239684 16.316476 8.158238 NaN NA NA -2.6619280 2.5876984 1.2938492 -34.090592 13.020891 6.5104453 5.728552 3.762493 1.8812466
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-south 18.34429 -64.98436 6 16.1 16.1 16.10000 2022-12-17 2014-06-30 1950 1142 -44.0584725 46.104039 18.821895 -40.0930078 33.717722 13.765202 NaN NA NA -3.0965592 1.8726518 0.7645069 -41.968684 32.884275 13.4249492 4.972235 3.423550 1.3976583
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-west 18.34082 -65.08269 3 16.7 16.7 16.70000 2022-02-25 2017-08-13 1657 1657 -20.3686423 17.671636 10.202724 -22.1216981 8.079503 4.664703 NaN NA NA -7.9116680 4.1374195 2.3887403 -22.080077 5.077301 2.9313812 7.870047 1.780864 1.0281823
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 24.61123 -82.87045 18 15.2 15.2 15.20000 2024-06-23 2015-09-02 1093 1043 -16.8043263 29.778896 7.018953 -22.8125527 24.159547 5.694460 0.5576937 1.7098776 0.4030220 -6.6204479 6.8886331 1.6236664 -24.654668 20.901698 4.9265774 8.462564 4.491876 1.0587453
atlantic florida keys florida.keys keys-uko 24.89286 -80.54553 35 12.5 12.5 12.50000 2023-01-11 2016-04-19 1358 1100 8.5338072 25.423593 4.297372 -7.0124145 19.940548 3.370568 1.2660919 0.5830175 0.0985479 -2.9450028 3.0297685 0.5121243 -24.799864 18.841020 3.1847137 20.732453 9.447776 1.5969657
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 10 20.7 20.7 20.70000 2022-10-05 2015-06-01 1463 1220 -72.2736476 38.913584 12.305556 -59.6740491 25.840114 8.171362 1.6500681 2.1329018 0.6744828 -0.8068248 1.2321116 0.3896279 -64.549822 22.081816 6.9828832 5.682598 4.678050 1.4793294
pacific marianas guam marianas.guam guam-east 13.47519 144.86488 6 16.5 16.5 16.50000 2022-05-01 2014-03-29 1813 1125 -37.9415281 57.109834 23.314992 -43.1803703 48.638965 19.856775 2.0399147 1.0573948 0.4316796 -0.5199118 0.5663426 0.2312084 -54.012822 35.149842 14.3498627 11.352364 16.760790 6.8425638
pacific marianas guam marianas.guam guam-north 13.60334 144.92366 4 15.5 15.5 15.50000 2022-04-17 2017-05-08 1805 1805 -71.0492469 15.042432 7.521216 -67.7994309 15.469554 7.734777 1.4662845 0.7883273 0.3941636 -0.5875123 0.7003160 0.3501580 -76.847727 8.169784 4.0848920 9.635808 14.803149 7.4015746
pacific marianas guam marianas.guam guam-south 13.24179 144.70446 8 13.7 13.7 13.70000 2022-04-18 2014-04-27 1808 1085 10.7368066 61.787082 21.845032 6.8672691 29.835550 10.548460 1.0923006 0.2348366 0.0830273 -2.9901854 3.0624632 1.0827442 -14.640842 12.961586 4.5826127 24.498297 19.937610 7.0490096
pacific marianas guam marianas.guam guam-west 13.52895 144.80036 4 14.3 14.3 14.30000 2022-04-12 2014-03-25 1804 1089 13.1549005 9.101695 4.550847 10.6665959 17.198759 8.599380 0.7051907 0.1155998 0.0577999 -0.4817867 0.7886795 0.3943397 -26.158495 32.071932 16.0359661 37.306877 46.333064 23.1665323
pacific marianas maug marianas.maug maug-east 20.02036 145.23975 5 14.9 14.9 14.90000 2022-06-22 2014-05-04 1836 1134 2.1504993 39.099148 17.485671 -6.5995633 33.027686 14.770430 0.8849818 0.2518664 0.1126381 -0.4134173 0.1354454 0.0605730 -26.104660 20.090476 8.9847341 19.918514 14.213601 6.3565155
pacific marianas maug marianas.maug maug-north 20.03568 145.22469 9 13.7 13.7 13.70000 2022-06-24 2014-04-25 1840 1134 11.4714155 42.192348 14.064116 -3.7227888 39.222735 13.074245 1.0480390 0.3553928 0.1184643 -0.8165322 0.9521355 0.3173785 -24.069005 25.192593 8.3975309 21.162749 18.451020 6.1503402
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 15 10.4 10.4 10.40000 2022-06-21 2017-06-13 1834 1834 -48.8662933 24.765080 6.394316 -51.2859909 20.636418 5.328300 1.0808220 0.3702678 0.0956027 -1.0204346 0.4367199 0.1127606 -53.985685 18.604152 4.8035714 3.720129 3.647902 0.9418843
pacific marianas maug marianas.maug maug-west 20.01313 145.20806 8 16.2 16.2 16.20000 2022-06-22 2014-04-28 1834 1133 -16.6495940 44.964340 15.897295 -17.2450055 41.279131 14.594377 0.9549677 0.8307500 0.2937145 -1.0096600 0.8951396 0.3164796 -26.486804 36.541013 12.9191991 10.251458 6.098756 2.1562357
pacific marianas pagan marianas.pagan pagan-east 18.09609 145.76488 4 15.5 15.5 15.50000 2022-06-19 2017-05-31 1845 1845 -0.6742773 22.826693 11.413347 -12.0200217 20.229073 10.114536 1.0598820 0.3309195 0.1654598 -0.6596574 0.5849699 0.2924849 -19.825346 15.831527 7.9157637 8.464982 4.064560 2.0322802
pacific marianas pagan marianas.pagan pagan-north 18.16786 145.79494 8 14.6 14.6 14.60000 2022-07-22 2014-04-22 1877 1136 -5.6349122 49.951959 17.660684 -8.8079069 43.497585 15.378719 1.4264276 1.2872278 0.4551038 -3.8855862 4.3640020 1.5429077 -26.276553 28.770406 10.1718748 21.354232 21.698735 7.6716614
pacific marianas pagan marianas.pagan pagan-south 18.04563 145.70622 10 15.5 15.5 15.50000 2022-07-21 2014-04-21 1874 1139 7.8891258 34.450625 10.894244 -0.9061361 28.362649 8.969057 1.0005038 0.4276031 0.1352200 -4.5521589 7.0998075 2.2451563 -19.057772 15.847834 5.0115252 22.703795 14.449537 4.5693448
pacific marianas pagan marianas.pagan pagan-west 18.12012 145.75468 10 17.4 17.4 17.40000 2022-08-08 2014-04-23 1879 1150 -13.6419330 19.088106 6.036189 -19.8018962 17.419385 5.508493 0.8642111 0.1273889 0.0402839 -1.5296734 1.5944353 0.5042047 -25.698764 13.268240 4.1957860 7.426542 4.399180 1.3911427
pacific marianas saipan marianas.saipan saipan-east 15.25867 145.81568 8 16.5 16.5 16.50000 2022-04-24 2014-04-13 1800 1130 -9.6402305 38.030680 13.445876 -17.0109756 29.666054 10.488534 1.3784700 0.5469814 0.1933871 -1.0524647 0.9508875 0.3361895 -29.346886 23.143864 8.1825917 13.388375 9.705322 3.4313493
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 3 14.0 14.0 14.00000 2022-04-26 2017-06-21 1770 1770 -76.7513889 20.025048 11.561467 -73.5022682 16.315372 9.419684 1.8148867 0.7839515 0.4526146 -0.4822390 0.6507379 0.3757037 -77.369472 17.233558 9.9497991 4.349443 4.097682 2.3657977
pacific marianas saipan marianas.saipan saipan-south 15.09786 145.74338 6 17.4 17.4 17.40000 2022-04-21 2014-04-11 1767 1138 -74.4937666 37.097111 15.144832 -59.7761567 26.427395 10.788939 2.2610885 0.8059192 0.3290151 -0.1140640 0.2129920 0.0869536 -63.621917 24.303982 9.9220590 3.959824 2.458272 1.0035853
pacific marianas saipan marianas.saipan saipan-west 15.15643 145.68972 6 12.5 12.5 12.50000 2022-04-22 2014-04-17 1800 1127 -67.1243766 46.452733 18.964249 -61.5530235 39.777658 16.239161 1.5253117 0.2718998 0.1110026 -1.3644190 1.6146854 0.6591926 -70.211829 26.899061 10.9814955 10.023224 13.102209 5.3489544
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26383 -155.86744 13 14.0 13.7 13.93077 2024-07-06 2016-08-15 1818 1064 -9.5459265 17.087691 4.739273 -10.0183621 11.233084 3.115497 1.1247899 0.6806172 0.1887692 -6.8028924 7.1990269 1.9966508 -13.124162 6.433086 1.7842171 9.908692 3.782379 1.0490433
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24433 -155.90028 8 14.3 14.3 14.30000 2024-05-07 2016-08-11 1762 1064 -34.0293404 37.327160 13.197144 -33.7556085 29.448142 10.411491 1.3442940 0.6007340 0.2123915 -4.0992841 7.4798585 2.6445293 -38.229195 22.693454 8.0233477 8.572871 7.940435 2.8073676
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47970 -157.78300 8 12.5 12.5 12.50000 2024-06-06 2016-08-23 1768 1076 -15.4367831 52.146504 18.436573 -19.2837301 45.621834 16.129754 1.9242268 1.3085471 0.4626413 -0.7427990 1.0507594 0.3714996 -41.712582 32.859004 11.6174123 23.171651 20.431807 7.2237347
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-north 21.59095 -158.17467 3 14.0 14.0 14.00000 2019-08-02 2016-08-19 1078 1075 -42.1416213 17.484566 10.094719 -30.3283931 6.562092 3.788625 0.5555898 0.9380116 0.5415613 -7.1203288 6.4714257 3.7362794 -27.613172 2.466138 1.4238252 4.405108 1.263057 0.7292264
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28840 -157.86534 7 12.2 12.2 12.20000 2024-05-29 2016-08-17 1849 993 -25.5739777 39.478858 14.921606 -22.0459572 27.483631 10.387836 0.8735615 0.5159414 0.1950075 -5.2124776 4.5467266 1.7185011 -23.622829 24.052119 9.0908467 6.789349 4.293770 1.6228926
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 21.53409 -158.23439 6 14.6 14.6 14.60000 2024-06-05 2016-08-19 1769 1078 -33.7808905 15.109698 6.168508 -27.6489551 10.615672 4.333830 0.4829860 0.4005478 0.1635229 -7.8022668 6.7998437 2.7760246 -28.070912 17.311599 7.0674306 8.224224 9.143763 3.7329258
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78239 -175.88197 9 13.7 13.7 13.70000 2024-08-24 2016-09-09 1816 1090 -6.3011156 7.875746 2.625249 -9.0219180 5.684101 1.894700 0.9595209 0.2388248 0.0796083 -0.9963827 2.3614733 0.7871578 -14.264410 3.952996 1.3176655 6.238874 2.569603 0.8565345
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 27.79310 -175.99735 9 13.7 13.7 13.70000 2024-08-23 2016-09-11 1870 1088 -2.8798805 9.192671 3.064224 -6.4013155 4.773489 1.591163 1.0430722 0.1260434 0.0420145 -0.4825998 1.1950312 0.3983437 -9.911340 5.348632 1.7828772 3.992624 1.323413 0.4411377
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-south -0.38234 -160.00305 3 14.6 14.6 14.60000 2018-07-31 2015-04-08 1210 1210 -28.0612603 30.802835 17.784025 -24.7362312 17.136746 9.893905 -1.2335892 1.0630035 0.6137254 -1.7965942 0.4554617 0.2629609 -32.923301 12.579563 7.2628139 9.983664 4.729715 2.7307020
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west -0.36896 -160.00813 3 14.9 14.9 14.90000 2018-07-28 2015-04-10 1205 1205 -66.7938220 28.457352 16.429860 -47.3199115 16.887102 9.749773 0.2872554 1.3118399 0.7573911 -2.2936822 0.6076557 0.3508302 -47.829699 14.509599 8.3771211 2.803470 1.808331 1.0440406
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 4 13.4 13.4 13.40000 2018-08-04 2015-04-15 1207 1207 -16.6201757 65.176016 32.588008 -12.8520719 45.181533 22.590767 0.2960183 0.4422245 0.2211123 -0.0551284 0.0528483 0.0264241 -31.034924 18.911619 9.4558095 18.237980 29.093949 14.5469745
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 4 14.6 14.6 14.60000 2018-08-05 2015-04-16 1207 1207 -95.9407061 36.756415 18.378207 -72.7090023 28.139218 14.069609 0.8925878 1.2389858 0.6194929 -0.9152019 1.6995474 0.8497737 -76.051228 26.968630 13.4843152 4.257428 3.153681 1.5768406
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 3 14.9 14.9 14.90000 2018-08-02 2015-04-18 1202 1202 -32.5481951 47.985185 27.704259 -29.3793247 35.643215 20.578620 0.7346679 0.5838281 0.3370733 -0.1452310 0.1205199 0.0695822 -42.032162 22.970301 13.2619093 12.798068 12.724131 7.3462806
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 19.30616 166.65108 3 14.0 14.0 14.00000 2017-04-23 2014-04-29 1090 1066 -11.9404135 94.323781 54.457861 -4.2609636 69.385043 40.059473 NaN NA NA -0.6335472 0.6857734 0.3959314 -46.156545 26.206114 15.1301067 42.529129 50.438813 29.1208624
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 4 13.4 13.4 13.40000 2017-04-20 2014-04-17 1099 1096 -75.3360141 49.821191 24.910595 -54.7449150 37.462664 18.731332 NaN NA NA -0.4440983 0.4250010 0.2125005 -62.426994 33.308382 16.6541912 8.126178 4.873031 2.4365156
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 3 15.2 15.2 15.20000 2017-04-22 2014-05-01 1087 1064 -120.3602757 20.385800 11.769747 -83.1215741 18.862952 10.890530 NaN NA NA -1.4367789 1.8853799 1.0885246 -84.778930 18.102352 10.4513978 3.094134 2.246481 1.2970064
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 3 13.4 13.4 13.40000 2017-04-19 2014-05-15 1070 1063 -50.4173946 54.604913 31.526161 -37.6859073 42.981232 24.815226 NaN NA NA -0.5427595 0.7971244 0.4602200 -55.436685 34.051633 19.6597195 18.293537 16.369811 9.4511147
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 4 14.6 14.6 14.60000 2018-07-09 2015-03-13 1214 1214 -26.1322762 17.611991 8.805995 -13.9936488 16.652571 8.326286 -0.0520849 0.5919688 0.2959844 -9.9101694 6.6653955 3.3326977 -21.265413 11.408271 5.7041354 17.181933 10.143218 5.0716087
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 3 14.6 14.6 14.60000 2018-07-07 2015-03-26 1199 1199 49.7346747 41.161744 23.764744 29.5792780 24.603676 14.204939 -1.1852120 0.7577890 0.4375097 -0.6339109 0.5413146 0.3125281 -5.552662 3.639683 2.1013720 35.765851 22.815490 13.1725290
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 4 14.9 14.9 14.90000 2018-07-12 2015-03-15 1215 1215 24.1505830 32.858509 16.429255 14.6298407 27.853968 13.926984 0.9752571 0.6331419 0.3165709 -1.3947859 1.2930924 0.6465462 -6.057227 6.088247 3.0441235 22.081854 23.686441 11.8432204
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 4 14.3 14.3 14.30000 2018-07-11 2015-03-23 1206 1206 58.9868323 28.444417 14.222209 43.7623366 21.023091 10.511546 -0.6628383 1.6495404 0.8247702 -3.9333817 4.9737108 2.4868554 -2.167453 1.726528 0.8632642 49.863172 21.172046 10.5860229
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 5 15.8 15.8 15.80000 2018-07-05 2015-02-28 1223 1223 -22.3812449 25.337233 11.331155 -22.6287139 20.009500 8.948521 -1.4184164 0.6483234 0.2899390 -1.2343894 0.9030901 0.4038742 -33.633129 16.958192 7.5839340 12.238805 7.181680 3.2117449
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 4 14.6 14.6 14.60000 2018-06-29 2015-02-27 1218 1218 25.4926878 28.387526 14.193763 17.1054537 30.843083 15.421541 -1.5647625 0.8201907 0.4100954 -3.0799939 1.7517099 0.8758549 -15.133661 12.349166 6.1745829 35.319108 24.335843 12.1679216
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 5 14.3 14.3 14.30000 2018-07-04 2015-03-06 1216 1216 42.5373081 44.276466 19.801037 19.5459459 32.555993 14.559483 0.6347027 1.4656404 0.6554543 -5.2738322 5.0392727 2.2536313 -9.134943 7.031619 3.1446354 33.954721 31.079259 13.8990673
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 5 13.7 13.7 13.70000 2018-07-01 2015-03-01 1218 1218 18.7861624 78.141340 34.945870 2.8223323 50.289360 22.490085 -0.0894167 1.1838154 0.5294184 -3.0476496 1.2095685 0.5409355 -22.608328 32.276199 14.4343552 28.478310 29.057743 12.9950179

2.3 Parrot fish community

2.3.1 Summary

There are a total of 899 parrot surveys included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
florida, flowerGardenBanks, caribbean, marianas, middleHawaiianIslands, northwestHawaiianIslands, pacificRemoteIslandArea, samoa

2.3.2 Unify parrot tables and calculate stats at loc3 level

## Percent of sites where biomass matches:  100 %
## Percent of sites where density matches:  100 %
## Percent of sites where BOTH match:      100 %
Parrot community & functional-group summary at loc3 (Mean, SD, N).
Community
Excavators
Scrapers
Density
Biomass
Density
Biomass
Density
Biomass
Basin Loc1 Loc2 Loc1.2 Loc3 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-east 505.9 552.3 11 20.5 31.6 11 115.562404 257.80750 11 13.0110701 16.126482 11 390.34412 384.39222 11 7.4435106 17.645942 11
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 17.4 37.4 13 0.3 1.0 13 6.518905 23.50425 13 0.0327653 0.118137 13 10.86484 31.66376 13 0.2925326 1.033459 13
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-northeast 566.7 533.3 16 15.5 15.6 16 123.587571 117.09826 16 6.6188724 8.620511 16 443.14972 477.36143 16 8.8751983 11.393247 16
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 162.4 241.2 12 14.5 29.8 12 63.559322 137.92981 12 10.1409678 28.717151 12 98.87006 179.67200 12 4.3391402 11.243028 12
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 154.5 143.4 17 14.5 14.4 17 44.865404 44.73057 17 6.0729596 10.930968 17 109.67099 144.34529 17 8.4545756 10.493422 17
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 804.2 561.4 32 68.6 48.7 32 91.807910 134.23474 32 18.0236459 20.407372 32 712.39407 506.12697 32 50.5980333 38.388032 32
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 254.2 267.7 37 17.8 20.2 37 33.592915 54.43418 37 5.7909036 11.211836 37 220.64437 231.68797 37 11.9730144 11.956955 37
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 120.1 156.0 20 10.6 12.4 20 21.186441 28.80073 20 2.8802533 4.311397 20 98.87006 154.04378 20 7.6945297 9.744883 20
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 706.2 596.6 16 42.2 37.2 16 70.621469 83.79885 16 8.9051406 18.600878 16 635.59322 570.87313 16 33.3445641 22.987404 16
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-north 1382.0 850.2 13 45.0 41.7 13 262.929161 240.91056 13 27.8320345 30.312015 13 1119.07866 761.62461 13 17.1231869 18.688248 13
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-south 719.3 679.1 13 20.3 18.3 13 147.761843 150.87401 13 9.9652979 14.768700 13 571.49066 541.79802 13 10.2990191 9.808018 13
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-west 796.6 655.1 10 22.7 22.5 10 76.271186 92.30754 10 3.8430133 5.605285 10 720.33898 584.75259 10 18.8150220 21.561596 10
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-north 906.0 909.5 14 51.6 64.8 14 163.438257 227.39096 14 19.9964983 41.740822 14 742.53430 748.89939 14 31.6292213 37.969912 14
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-south 2415.3 4347.0 12 33.1 21.7 12 247.175141 294.58550 12 15.6215393 18.629698 12 2168.07910 4067.49566 12 17.4593791 9.839127 12
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-west 143.6 173.1 12 11.1 15.5 12 32.956685 76.97023 12 4.3532738 8.698228 12 110.64030 134.91653 12 6.7700892 12.894096 12
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 1003.4 477.5 22 47.0 70.3 22 125.834617 116.74963 22 36.7254722 69.474960 22 877.59759 417.53350 22 10.2718573 7.452200 22
atlantic florida keys florida.keys keys-uko 606.5 467.5 16 54.9 49.5 16 108.580508 105.66114 16 36.8790731 46.573336 16 497.88136 426.96504 16 18.0139834 21.697578 16
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 212.9 118.0 41 65.2 42.9 41 123.329199 63.40411 41 57.0168032 43.875625 41 89.56869 99.85435 41 8.1564912 12.328827 41
pacific marianas guam marianas.guam guam-east 138.6 118.1 10 17.5 15.0 10 0.000000 0.00000 10 0.0000000 0.000000 10 138.64164 118.13751 10 17.4929939 14.996378 10
pacific marianas guam marianas.guam guam-north 171.8 246.0 14 41.1 63.3 14 20.210151 61.21836 14 8.3477549 22.083008 14 151.57614 211.32900 14 32.7596492 44.961559 14
pacific marianas guam marianas.guam guam-south 145.1 129.0 31 39.4 54.1 31 7.301732 24.19416 31 10.3380210 33.665175 31 137.82019 123.92347 31 29.0425595 40.340889 31
pacific marianas guam marianas.guam guam-west 201.6 159.3 16 32.9 32.9 16 10.610330 30.77876 16 2.8111019 8.307794 16 190.98593 159.22043 16 30.0826082 30.774826 16
pacific marianas maug marianas.maug maug-east 180.1 68.5 11 108.7 70.4 11 20.577609 38.15191 11 28.8380614 58.646409 11 159.47647 52.58878 11 79.8635741 27.528184 11
pacific marianas maug marianas.maug maug-north 166.9 123.3 10 94.2 77.7 10 16.976527 27.33481 10 28.9096058 51.007987 10 149.95932 115.54913 10 65.2442216 44.600921 10
pacific marianas maug marianas.maug maug-south 177.5 164.1 11 74.0 74.8 11 41.155218 80.39106 11 32.0639460 60.818533 11 136.32666 161.45967 11 41.9066520 44.292595 11
pacific marianas maug marianas.maug maug-west 175.4 87.3 10 116.0 85.7 10 62.247267 72.81142 10 67.8195339 82.516026 10 113.17685 69.30638 10 48.2054193 29.514597 10
pacific marianas pagan marianas.pagan pagan-east 136.3 108.7 11 133.1 117.3 11 61.732826 64.29474 11 111.2699006 123.523402 11 74.59383 79.29725 11 21.8134453 23.244989 11
pacific marianas pagan marianas.pagan pagan-north 188.0 113.5 14 120.5 98.1 14 20.210151 28.13832 14 29.1090234 44.069070 14 167.74426 100.16697 14 91.3506859 67.421791 14
pacific marianas pagan marianas.pagan pagan-south 235.8 243.5 12 139.7 162.8 12 117.892550 196.70753 12 96.5700067 151.243074 12 117.89255 85.16796 12 43.1166932 34.359704 12
pacific marianas pagan marianas.pagan pagan-west 299.9 365.1 10 176.5 215.4 10 118.835691 252.29667 10 94.9421346 161.610370 10 181.08296 148.64563 10 81.5131121 83.720499 10
pacific marianas saipan marianas.saipan saipan-east 205.8 291.9 11 108.3 189.0 11 46.299620 109.78207 11 44.5951651 102.177648 11 159.47647 203.35361 11 63.7470803 95.220873 11
pacific marianas saipan marianas.saipan saipan-northwest 133.8 134.0 11 18.4 21.0 11 0.000000 0.00000 11 0.0000000 0.000000 11 133.75446 133.96699 11 18.3869146 20.967903 11
pacific marianas saipan marianas.saipan saipan-south 186.7 97.3 10 30.6 37.3 10 0.000000 0.00000 10 0.0000000 0.000000 10 186.74180 97.28529 10 30.6341580 37.286409 10
pacific marianas saipan marianas.saipan saipan-west 448.4 263.4 13 23.9 18.5 13 0.000000 0.00000 13 0.0000000 0.000000 13 448.35444 263.36581 13 23.8913228 18.484797 13
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 137.1 118.6 26 153.0 266.8 26 47.882513 95.62246 26 112.3149332 253.391799 26 89.23559 94.58643 26 40.6468052 60.162954 26
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 115.4 158.2 13 44.3 77.8 13 4.352956 15.69481 13 4.8291463 17.411734 13 111.00037 151.25347 13 39.4793476 63.399485 13
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 118.8 145.6 20 15.3 18.6 20 0.000000 0.00000 20 0.0000000 0.000000 20 118.83569 145.60997 20 15.2875229 18.569016 20
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-north 50.9 86.2 10 2.5 6.5 10 0.000000 0.00000 10 0.0000000 0.000000 10 50.92958 86.23419 10 2.5193121 6.499451 10
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 18.0 44.3 11 5.9 16.6 11 0.000000 0.00000 11 0.0000000 0.000000 11 18.00541 44.32851 11 5.9244288 16.595223 11
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 53.8 88.9 10 24.9 42.2 10 0.000000 0.00000 10 0.0000000 0.000000 10 53.75900 88.92569 10 24.8943611 42.211199 10
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 180.1 309.8 11 18.6 28.3 11 0.000000 0.00000 11 0.0000000 0.000000 11 180.05408 309.75966 11 18.5800612 28.269794 11
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 896.0 705.3 21 147.8 104.6 21 29.641555 42.41886 21 37.6710013 52.886383 21 866.34183 698.90004 21 110.0880309 78.763018 21
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-south 383.4 452.5 20 232.2 167.2 20 50.929582 51.60352 20 100.3291971 121.920073 20 332.45699 453.16090 20 131.8485675 116.294685 20
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west 257.9 141.7 26 208.7 126.8 26 63.117858 51.43492 26 122.7646036 116.898551 26 194.79477 150.00244 26 85.8985622 57.415313 26
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 158.4 109.3 10 41.9 41.0 10 11.317685 23.85977 10 10.9355372 23.293417 10 147.12990 98.73739 10 30.9996509 25.392901 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 260.3 131.2 10 67.7 50.1 10 11.317685 35.78966 10 13.4604474 42.565672 10 248.98907 122.82571 10 54.2213815 33.644017 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 298.0 148.1 15 157.7 148.4 15 64.133547 85.19644 15 109.6364652 147.028569 15 233.89882 102.27748 15 48.0663554 23.393897 15
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 126.0 162.7 11 52.4 62.1 11 0.000000 0.00000 11 0.0000000 0.000000 11 126.03785 162.71688 11 52.4080039 62.085892 11
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 130.6 105.6 13 47.4 43.3 13 13.058867 47.08441 13 4.0270693 14.519805 13 117.52980 71.06125 13 43.3465823 39.790186 13
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 217.9 83.3 10 63.3 39.2 10 0.000000 0.00000 10 0.0000000 0.000000 10 217.86543 83.34928 10 63.2721959 39.218959 10
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 343.6 346.7 14 147.5 223.6 14 153.597151 292.30164 14 105.2254524 216.071670 14 189.97542 195.53377 14 42.2384223 33.623587 14
pacific samoa ofu samoa.ofu ofu-north 344.7 206.3 11 256.4 246.3 11 82.310435 95.91241 11 179.8585001 244.896692 11 262.36451 209.10587 11 76.5735564 64.798428 11
pacific samoa ofu samoa.ofu ofu-south 454.9 514.2 13 200.4 285.0 13 217.647785 405.99723 13 151.8769639 257.533688 13 237.23609 155.20541 13 48.5188941 35.182874 13
pacific samoa tau samoa.tau tau-north 137.7 114.1 15 115.1 147.2 15 52.815863 101.37898 15 73.3306503 142.360075 15 84.88264 75.61946 15 41.7874379 39.508451 15
pacific samoa tau samoa.tau tau-west 136.8 117.5 12 100.7 95.3 12 61.304126 88.52010 12 67.8222839 88.211203 12 75.45123 61.91119 12 32.8478878 29.455075 12
pacific samoa tutuila samoa.tutuila tutuila-east 117.7 225.6 25 87.9 228.9 25 24.898907 92.52395 25 64.0642976 202.884990 25 92.80502 151.60524 25 23.8030341 42.503459 25
pacific samoa tutuila samoa.tutuila tutuila-north 298.4 187.4 11 147.9 139.1 11 30.866413 46.41380 11 67.7245985 121.413625 11 267.50891 183.96184 11 80.2120552 43.668593 11
pacific samoa tutuila samoa.tutuila tutuila-south 375.3 174.9 19 60.3 43.7 19 17.870029 56.75365 19 12.4473865 39.407491 19 357.40057 192.18103 19 47.8421990 32.163049 19
pacific samoa tutuila samoa.tutuila tutuila-west 325.4 280.5 10 81.0 75.2 10 0.000000 0.00000 10 0.0000000 0.000000 10 325.38344 280.49509 10 81.0012806 75.232889 10

2.3.3 Unify parrot tables and calculate stats at loc2 level

## Percent of loc2 groups where biomass matches:  100 %
## Percent of loc2 groups where density matches:  100 %
## Percent of loc2 groups where BOTH match:      100 %
Parrot community & functional-group summary at loc2 (Mean, SD, N).
Community
Excavators
Scrapers
Density
Biomass
Density
Biomass
Density
Biomass
Basin Loc1 Loc2 Loc1.2 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico 281.7 411.4 69 13.0 20.9 69 70.416769 135.61600 69 6.875096 15.27274 69 211.25031 335.59459 69 6.137423 11.46532 69
atlantic caribbean saintCroix caribbean.saintCroix 465.2 507.5 105 35.6 40.6 105 54.613936 91.64200 105 9.439118 16.02112 105 410.54614 462.18487 105 26.186116 30.18590 105
atlantic caribbean saintJohn caribbean.saintJohn 980.1 781.8 36 29.8 31.2 36 169.491525 189.19626 36 14.716540 22.44866 36 810.57753 668.10216 36 15.128858 16.92026 36
atlantic caribbean saintThomas caribbean.saintThomas 1141.8 2605.3 38 33.0 44.4 38 148.676777 230.86847 38 13.674967 27.97078 38 993.16087 2417.68097 38 19.304282 26.34941 38
atlantic florida dryTortugas florida.dryTortugas 1003.4 477.5 22 47.0 70.3 22 125.834617 116.74963 22 36.725472 69.47496 22 877.59759 417.53350 22 10.271857 7.45220 22
atlantic florida keys florida.keys 606.5 467.5 16 54.9 49.5 16 108.580508 105.66114 16 36.879073 46.57334 16 497.88136 426.96504 16 18.013983 21.69758 16
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 212.9 118.0 41 65.2 42.9 41 123.329199 63.40411 41 57.016803 43.87563 41 89.56869 99.85435 41 8.156491 12.32883 41
pacific marianas guam marianas.guam 162.2 161.8 71 35.2 48.2 71 9.564241 34.46909 71 6.793308 24.64425 71 152.62934 150.21299 71 28.383185 36.41935 71
pacific marianas maug marianas.maug 175.2 112.9 42 97.9 76.0 42 35.030929 59.87762 42 38.981273 63.83444 42 140.12372 106.41038 42 58.904021 39.04233 42
pacific marianas pagan marianas.pagan 211.9 223.2 47 140.2 146.8 47 75.852569 157.10477 47 79.569291 124.85129 47 136.05302 109.52555 47 60.667850 62.27466 47
pacific marianas saipan marianas.saipan 254.0 246.3 45 44.7 99.8 45 11.317685 56.07162 45 10.901040 52.42554 45 242.70146 228.55261 45 33.786727 53.41397 45
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 129.9 131.4 39 116.7 226.8 39 33.372660 80.78058 39 76.486338 212.06695 39 96.49052 114.97158 39 40.257653 60.42291 39
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 71.0 113.5 51 12.6 24.0 51 0.000000 0.00000 51 0.000000 0.00000 51 71.01292 113.51200 51 12.648155 24.03492 51
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 649.9 686.5 32 103.4 105.8 32 19.452271 36.95234 32 24.721595 46.20555 32 630.43041 675.10337 32 78.632166 78.80392 32
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 312.5 318.7 46 218.9 144.5 46 57.818607 51.29731 46 113.010079 118.29787 46 254.64791 322.43817 46 105.876825 89.84500 46
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 247.4 142.4 35 98.9 113.8 35 33.953055 64.66654 35 53.957338 109.17398 35 213.41920 112.83156 35 44.948733 27.97252 35
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 209.8 227.5 48 81.0 131.6 48 48.335946 169.96165 48 31.781422 123.44367 48 161.51279 143.43897 48 49.251114 43.58976 48
pacific samoa ofu samoa.ofu 404.4 399.5 24 226.1 263.7 24 155.618167 307.80647 24 164.701835 246.74333 24 248.75328 178.16450 24 61.377281 51.72333 24
pacific samoa tau samoa.tau 137.3 113.4 27 108.7 124.8 27 56.588424 94.16883 27 70.882487 119.21621 27 80.69090 68.72806 27 37.814304 35.04351 27
pacific samoa tutuila samoa.tutuila 255.5 238.7 65 88.9 157.6 65 20.023596 67.42604 65 39.739667 137.87524 65 235.49490 221.72558 65 49.175739 51.36257 65

2.4 Environmental data

Table of summary statistics for loc2 sites
basin loc1 loc2 loc1.2 loc3 lat lon maxDate minDate n maxTemperature minTemperature meanTemperature maxSalinity minSalinity meanSalinity maxPAR minPAR meanPAR
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-east 18.33066 -65.33373 15/12/2021 15/01/2017 60 29.55867 26.16267 27.78267 39.14560 34.58726 36.28825 57.16560 34.40720 45.89707
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-northeast 18.33696 -65.56462 15/12/2021 15/01/2017 60 29.64167 26.14400 27.82349 39.14560 34.58726 36.28825 56.73400 33.88800 45.88687
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 15/12/2021 15/01/2017 56 29.65833 26.15633 28.01349 38.78876 31.96724 36.29282 57.39200 35.30440 47.86539
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 15/12/2021 15/01/2017 56 29.59900 26.23800 28.06245 38.73786 34.73122 36.77095 52.86000 30.96850 42.38671
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 15/12/2021 15/01/2016 79 29.55867 26.08933 27.82354 37.19409 33.60120 35.75669 58.27150 33.80350 47.32692
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 15/12/2021 15/01/2014 103 29.57033 26.09100 27.77689 37.19809 33.62944 35.81677 57.24733 31.98333 46.47610
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 15/12/2021 15/01/2016 79 29.57200 26.11067 27.82726 37.35077 33.66517 35.76936 57.98533 32.46400 47.37468
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 15/12/2021 15/01/2016 79 29.58533 26.13267 27.84178 37.31226 33.67678 35.76740 55.44600 29.53467 44.07132
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-north 18.38262 -64.97816 15/12/2021 15/01/2017 60 29.56733 26.08900 27.75317 39.14560 34.58726 36.28825 58.05400 33.69950 46.38738
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-south 18.34402 -64.98453 15/12/2021 15/01/2015 86 29.55533 26.09167 27.80852 39.14560 34.58726 36.36394 57.79300 29.33600 45.53676
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-west 18.34082 -65.08269 15/12/2021 15/01/2017 60 29.56233 26.13100 27.78427 39.14560 34.58726 36.28825 56.08533 33.17800 44.51777
atlantic florida keys florida.keys keys-uko 24.88266 -80.56088 15/12/2021 15/01/2016 78 30.44667 23.39467 27.23236 38.70824 34.30801 36.99134 58.36247 22.54112 44.04670
atlantic florida keys florida.keys keys-uko 24.90250 -80.53104 15/12/2021 15/01/2016 78 30.46833 23.37133 27.22422 38.70824 34.30801 36.99134 58.25088 22.37050 44.03965
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 15/12/2021 15/01/2015 90 30.71700 20.37733 25.54828 37.46044 30.19611 34.89411 60.33400 17.77200 39.22562
pacific marianas guam marianas.guam guam-east 13.47516 144.86485 15/12/2021 15/01/2014 103 30.22367 27.12567 28.86750 35.03508 32.39564 33.72445 56.67400 34.13600 44.33913
pacific marianas guam marianas.guam guam-north 13.60330 144.92365 15/12/2021 15/01/2014 102 30.24267 27.11733 28.85499 34.72307 32.18224 33.67773 55.17700 33.53600 44.42393
pacific marianas guam marianas.guam guam-south 13.24126 144.70442 15/12/2021 15/01/2014 103 30.25300 27.14067 28.91133 35.11860 33.15658 34.03647 56.58000 33.95467 44.66653
pacific marianas guam marianas.guam guam-west 13.52894 144.80037 15/12/2021 15/01/2014 102 30.21900 27.13467 28.84329 34.72307 32.18224 33.67773 55.53400 32.96700 43.42567
pacific marianas maug marianas.maug maug-east 20.02033 145.23972 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-north 20.03570 145.22467 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 15/12/2021 15/01/2017 66 30.35500 25.64900 28.39455 36.06712 33.62441 34.47699 59.07350 30.70975 45.17994
pacific marianas maug marianas.maug maug-west 20.01312 145.20806 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.44800 28.38800 44.80622
pacific marianas pagan marianas.pagan pagan-east 18.09612 145.76486 15/12/2021 15/01/2014 103 30.60000 26.21467 28.61807 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas pagan marianas.pagan pagan-north 18.16784 145.79495 15/12/2021 15/01/2014 103 30.63233 26.12533 28.60394 36.18639 33.33631 34.35146 58.72200 27.96800 44.47614
pacific marianas pagan marianas.pagan pagan-south 18.04564 145.70623 15/12/2021 15/01/2014 103 30.58700 26.26533 28.63017 35.17295 33.46750 34.36366 57.09600 25.62000 43.41293
pacific marianas pagan marianas.pagan pagan-west 18.12014 145.75466 15/12/2021 15/01/2014 103 30.61733 26.17025 28.61298 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas saipan marianas.saipan saipan-east 15.25866 145.81569 15/12/2021 15/01/2014 103 30.34400 26.92233 28.77355 35.01051 33.21275 34.19024 56.97400 33.92880 45.52164
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 15/12/2021 15/01/2017 67 30.32133 26.98633 28.78051 34.88993 33.55919 34.17502 57.15450 35.51120 46.39015
pacific marianas saipan marianas.saipan saipan-south 15.09785 145.74337 15/12/2021 15/01/2014 103 30.29200 26.95933 28.75117 35.18739 33.44971 34.24299 56.57467 33.89000 45.42712
pacific marianas saipan marianas.saipan saipan-west 15.15645 145.68970 15/12/2021 15/01/2014 103 30.25700 26.94067 28.73052 35.18739 33.44971 34.24299 56.26156 33.28067 44.44965
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.24913 -155.89095 15/12/2019 15/01/2013 75 28.46767 23.92000 25.96344 35.42809 29.36302 32.64477 58.32083 30.97600 45.80875
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26828 -155.86040 15/12/2019 15/01/2013 75 28.45833 23.89167 25.94135 35.42809 29.36302 32.64477 57.76133 31.15067 45.30707
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24432 -155.90024 15/12/2019 15/01/2013 84 28.67000 24.29700 26.29705 36.24085 32.19949 34.13069 52.25800 24.06533 38.86551
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.45862 -157.79865 15/12/2019 15/03/2017 23 27.64767 23.18400 25.87559 36.89705 32.20330 34.23041 56.79250 29.30550 44.12433
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47972 -157.78294 15/12/2019 15/01/2013 59 28.03000 23.18400 25.60160 38.34129 31.58331 34.44019 57.24200 25.77600 44.75641
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28838 -157.86542 15/12/2019 15/01/2013 59 28.45067 23.39867 25.96151 38.34129 31.58331 34.44019 57.53000 29.07900 47.73870
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 21.53412 -158.23441 15/12/2019 15/02/2016 32 27.82478 23.32622 26.11857 38.34129 32.20330 34.36669 53.90900 29.10900 44.58166
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78237 -175.88195 15/12/2019 15/01/2013 84 28.90100 19.49433 23.95309 36.01855 33.78317 35.14682 58.76400 20.76200 40.64833
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-south -0.38234 -160.00305 15/12/2018 15/01/2015 48 30.49667 25.84467 27.71131 35.71008 33.88814 35.03745 56.17233 34.59033 49.52517
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west -0.36896 -160.00813 15/12/2018 15/01/2015 48 30.49667 25.84467 27.71131 35.71008 33.88814 35.03745 56.52800 34.21600 49.26042
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 15/12/2018 15/01/2015 48 29.75500 27.55433 28.68729 34.70937 32.92673 34.06319 49.90200 30.56344 41.13499
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 15/12/2018 15/01/2015 48 29.74767 27.55933 28.68787 34.70937 32.92673 34.06319 50.94200 31.46800 41.24415
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 15/12/2018 15/01/2015 48 29.74200 27.56533 28.68966 34.70937 32.92673 34.06319 51.85600 32.12720 41.10372
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 19.30616 166.65108 15/12/2017 15/01/2014 48 30.02033 25.64500 27.92985 35.48462 34.10323 34.84642 55.91600 32.13300 44.56893
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 15/12/2017 15/01/2014 48 30.02133 25.64933 27.93038 35.48462 34.10323 34.84642 55.91600 32.13300 44.56893
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 15/12/2017 15/01/2014 48 30.02833 25.65700 27.93778 35.48462 34.10323 34.84642 56.28429 32.83957 44.73363
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 15/12/2017 15/01/2014 48 30.02200 25.65300 27.93274 35.48462 34.10323 34.84642 55.63979 31.74757 44.41450
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 15/12/2018 15/01/2015 48 30.19200 27.36300 28.91258 36.22795 29.94075 34.16768 52.69440 24.90720 42.12891
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 15/12/2018 15/01/2015 48 30.19100 27.36800 28.90807 36.22795 29.94075 34.16768 52.70600 25.77780 41.86850
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 15/12/2018 15/01/2015 48 30.17567 27.31800 28.87915 36.51796 32.66103 34.27526 51.77400 24.87560 41.55035
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 15/12/2018 15/01/2015 48 30.13267 27.26233 28.86830 36.68739 32.80734 34.63480 52.53400 24.76200 41.05929
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 15/12/2017 15/01/2015 32 30.10800 27.10633 28.80980 39.24479 26.63661 34.18115 52.16050 29.25950 41.48897
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 15/12/2017 15/01/2015 16 30.02167 27.61733 28.97715 37.08763 26.63661 31.46730 50.62200 29.85350 42.78166
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 15/12/2017 15/01/2015 32 30.08467 26.99067 28.79176 39.11469 26.63661 33.62904 52.23450 28.80450 41.32216
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 15/12/2017 15/01/2015 32 30.09233 27.06867 28.86902 39.11469 26.63661 33.62904 51.44610 28.54370 40.97039

2.5 Volume vs. Mass

Plot of deltaVolume_mm3cm2y vs. deltaMass_mgcm2y:

3 Spatial analysis of parrotfish data

3.1 General prevalence data

Combine bar stats and parrot community stats tables

3.1.1 Mean parrot biomass_kg_ha vs parrot density_ind_ha by point

3.1.2 Parrot biomass vs. density by loc2 and loc3

3.1.3 Boxplots of biomass and density at loc2 for community, scraper, and excavators

Note that these are based on individual point data

4 Spatial analysis of environmental data

4.1 Types of data

EnvironmentalData — Columns grouped by type. Bold = full coverage across all loc1.2.
Category Column # Values (non-NA) Sites w/ Data Start End Frequency Value Group
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,512 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,509 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,509 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,509 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,509 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,505 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,504 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,504 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,504 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,499 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,495 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,486 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,483 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,479 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/20 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/20 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/20 insufficient G1
Geospatial lat 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Geospatial lon 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata basin 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1.2 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc2 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc3 4,596 20/20 2013-01-15 2023-12-15 monthly G4
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01wk 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_03mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_03yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_05yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_06mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_all_before 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_05yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_06mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_all_before 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01dy 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01wk 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_03mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_03yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_05yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_06mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_all_before 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01dy 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01wk 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_03mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_03yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_05yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_06mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_all_before 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_03mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_03yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_05yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_06mo 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr_01yr 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_all_before 4,328 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01dy 0 0/20 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01mo 0 0/20 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01wk 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01dy 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01mo 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01wk 0 0/20 insufficient G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,580 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,580 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,580 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,580 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,580 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,571 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,570 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,570 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,570 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,570 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,398 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,398 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,398 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,391 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,391 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,321 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,321 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,321 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,303 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,301 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,229 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,229 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,229 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,192 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,192 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,192 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,182 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,176 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,169 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,169 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,169 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,151 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,143 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,065 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,035 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 2,018 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/20 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/20 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/20 insufficient G1
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,308 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,307 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,306 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,306 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,306 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,302 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,294 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,294 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,294 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,289 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,282 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,238 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,237 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,237 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,237 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,235 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,221 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,149 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,075 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,054 19/20 2013-01-15 2023-11-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,054 19/20 2013-01-15 2023-11-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,054 19/20 2013-01-15 2023-11-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,030 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,027 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,976 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,882 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,522 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,513 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,503 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,401 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,173 19/20 2013-01-15 2023-08-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Temperature mean_Sea_Surface_Temperature_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature sd_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temporal date 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,596 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,459 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr 4,459 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_05yr 4,447 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,400 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03yr 4,399 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,336 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_all_before 4,267 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,236 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,222 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,004 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr 3,916 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01yr 3,765 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 3,598 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 3,574 18/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_05yr 3,448 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_06mo 3,038 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03yr 2,974 19/20 2014-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 2,475 18/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03mo 2,196 20/20 2013-01-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 1,956 17/20 2013-01-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 1,757 13/20 2014-07-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01mo 1,609 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01yr 1,594 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01wk 1,391 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01dy 1,319 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 1,129 10/20 2014-07-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01yr 1,099 20/20 2013-08-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_06mo 1,001 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03mo 646 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01mo 416 19/20 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01wk 360 19/20 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01dy 307 19/20 2014-07-15 2023-10-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 116 10/20 2014-07-15 2023-10-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_06mo 47 6/20 2014-06-15 2022-06-15 irregular G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01dy 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01wk 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 0 0/20 insufficient G1
Color Key: G1 (red, least values) → G5 (green, most values).
Value Group Non-NA Count Range
G1 0–2,398
G2 2,398–4,308
G3 4,308–4,512
G4 4,512–4,596
G5 4,596–4,597

4.2 Parameters to focus on

Based on the above, we focus on the following: Temperature: mean_Sea_Surface_Temperature_CRW_daily_01dy Thermal Stress: Degree_Heating_Weeks_CRW_daily_01wk

Focused Environmental Parameters — Coverage Summary
Category Parameter # Values Sites (of total) Start End
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4596 20/20 2013-01-15 2023-12-15
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4054 19/20 2013-01-15 2023-11-15
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4512 19/20 2013-01-15 2023-12-15
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4328 19/20 2013-01-15 2022-07-15
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2169 9/20 2013-01-15 2022-12-15
Geospatial lat 4596 20/20 2013-01-15 2023-12-15
Geospatial lon 4596 20/20 2013-01-15 2023-12-15
Metadata basin 4596 20/20 2013-01-15 2023-12-15
Metadata loc1 4596 20/20 2013-01-15 2023-12-15
Metadata loc1.2 4596 20/20 2013-01-15 2023-12-15

4.3 Environmental data stats

Environmental Stats by Site
location
date coverage
SST
Salinity
Chlorophyll-a
PAR
Phytoplankton size
basin loc1 loc2 loc1.2 startDate endDate n_SST mean_SST sd_SST se_SST n_SSS mean_SSS sd_SSS se_SSS n_CHL mean_CHL sd_CHL se_CHL n_PAR mean_PAR sd_PAR se_PAR n_PHYTO mean_PHYTO sd_PHYTO se_PHYTO
atlantic caribbean puertoRico caribbean.puertoRico 2017-01-15 2022-12-15 336 27.87634 1.0268031 0.0560167 242 36.32806 1.0818426 0.0695435 336 0.3200344 0.1049213 0.0057239 321 45.69313 6.601661 0.3684688 0
atlantic caribbean saintCroix caribbean.saintCroix 2014-01-15 2022-12-15 360 27.86278 1.0055094 0.0529950 360 35.68132 0.8992621 0.0473953 360 0.1672140 0.0377613 0.0019902 340 46.32382 6.746828 0.3658981 0
atlantic caribbean saintJohn caribbean.saintJohn 2017-01-15 2022-12-15 216 27.72059 1.0572820 0.0719389 0 216 0.2326055 0.0273086 0.0018581 201 46.97734 6.938433 0.4893993 0
atlantic caribbean saintThomas caribbean.saintThomas 2014-01-15 2022-12-15 252 27.76114 1.0286264 0.0647974 221 36.19788 0.9978143 0.0671203 252 0.2286902 0.0448547 0.0028256 237 45.45162 6.740469 0.4378405 0
atlantic florida dryTortugas florida.dryTortugas 2015-01-15 2021-12-15 84 26.74598 2.6320760 0.2871830 84 36.00599 0.6300694 0.0687462 0 0 0
atlantic florida keys florida.keys 2016-01-15 2023-12-15 192 27.38606 2.2468661 0.1621536 188 36.82608 0.9363907 0.0682933 192 0.2195421 0.0162424 0.0011722 158 44.22992 9.890582 0.7868525 0
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 2015-01-15 2022-12-15 96 25.71475 3.2534921 0.3320581 95 34.96236 1.4652931 0.1503359 96 0.2543008 0.0353510 0.0036080 91 39.41053 11.793893 1.2363360 0
pacific marianas guam marianas.guam 2014-01-15 2022-12-15 432 28.90835 0.7827113 0.0376582 430 33.76275 0.5464061 0.0263500 432 0.0552559 0.0086824 0.0004177 412 44.22213 5.910617 0.2911952 324 0.9394456 0.0758588 0.0042144
pacific marianas maug marianas.maug 2014-01-15 2022-12-15 396 28.36595 1.4315559 0.0719384 379 34.51032 0.5073542 0.0260610 396 0.0593293 0.0050413 0.0002533 376 44.76522 8.220151 0.4239219 396 0.9690120 0.0893924 0.0044921
pacific marianas pagan marianas.pagan 2014-01-15 2022-12-15 432 28.66478 1.1579106 0.0557100 432 34.35408 0.4504119 0.0216705 432 0.0646411 0.0164810 0.0007929 412 43.98135 7.200212 0.3547290 411 0.9308673 0.0764679 0.0037719
pacific marianas saipan marianas.saipan 2014-01-15 2022-12-15 396 28.80200 0.8831598 0.0443804 396 34.20247 0.3658608 0.0183852 396 0.0713085 0.0145905 0.0007332 376 45.35685 6.419172 0.3310435 323 1.3583190 0.4460578 0.0248193
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 2013-01-15 2019-12-15 252 26.06691 1.1263578 0.0709539 234 33.17818 1.3723052 0.0897104 252 0.0983016 0.0067546 0.0004255 252 42.88309 7.865416 0.4954746 84 1.2295639 0.0993023 0.0108348
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 2013-01-15 2019-12-15 252 25.70523 1.2537675 0.0789799 173 34.39870 1.3059469 0.0992893 252 0.1229885 0.0190210 0.0011982 252 43.40694 8.627460 0.5434789 216 1.6914481 0.4307741 0.0293105
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 2013-01-15 2019-12-15 84 23.95309 2.6147291 0.2852903 84 35.14682 0.3905892 0.0426168 84 0.0938650 0.0082375 0.0008988 84 40.64833 11.512870 1.2561571 84 2.7592708 0.2926859 0.0319347
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 2015-01-15 2018-12-15 96 27.71131 1.3301652 0.1357594 96 35.03745 0.3986195 0.0406839 96 0.2111132 0.0303573 0.0030983 96 49.39280 4.873096 0.4973583 0
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 2015-01-15 2018-12-15 144 28.68827 0.5872159 0.0489347 144 34.06319 0.4180630 0.0348386 144 0.1332477 0.0252595 0.0021050 144 41.16095 4.741580 0.3951316 139 1.6580869 0.2678883 0.0227220
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 2014-01-15 2017-12-15 192 27.93269 1.2854688 0.0927707 192 34.84642 0.3160059 0.0228058 192 0.0507453 0.0017270 0.0001246 192 44.57150 7.436761 0.5367020 192 1.0527659 0.2843405 0.0205205
pacific samoa ofu samoa.ofu 2015-01-15 2018-12-15 96 28.91033 0.7202139 0.0735065 96 34.16768 1.2659702 0.1292075 96 0.0669868 0.0071115 0.0007258 96 41.99870 6.639070 0.6775972 0
pacific samoa tau samoa.tau 2015-01-15 2018-12-15 96 28.87373 0.7372825 0.0752486 96 34.45503 0.8047850 0.0821380 96 0.0713949 0.0098823 0.0010086 96 41.30482 6.597556 0.6733603 0
pacific samoa tutuila samoa.tutuila 2015-01-15 2018-12-15 192 28.86557 0.7668384 0.0553418 112 33.47796 2.9346935 0.2773025 192 0.1038933 0.0136465 0.0009849 192 41.38357 6.316282 0.4558384 0

4.4 Environmental data by site

4.4.1 Boxplots

4.4.2 Time series

5 Spatial analysis of BAR data

5.1 Statistical model of BAR data by loc2 in loc1

5.1.1 ANOVA for deltaMass_mgcm2y

5.1.1.1 ANOVA table for deltaMass_mgcm2y

term df sumsq meansq statistic p.value
loc1 7 144010.99 20572.999 13.9179 <0.0001
loc1:loc2 12 54430.25 4535.854 3.0686 4e-04
Residuals 391 577963.24 1478.167

5.1.1.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaMass_mgcm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -17.0130 7.1747 391 -2.3712 0.2585
caribbean - flowerGardenBanks 51.1254 12.9694 391 3.9420 0.0024
caribbean - marianas 1.5762 5.8299 391 0.2704 1
caribbean - middleHawaiianIslands 1.4470 7.3064 391 0.1980 1
caribbean - northwestHawaiianIslands -16.5578 10.1246 391 -1.6354 0.7285
caribbean - pacificRemoteIslandArea 33.0456 8.6791 391 3.8075 0.004
caribbean - samoa -42.3368 8.5455 391 -4.9543 <0.0001
florida - flowerGardenBanks 68.1384 13.3755 391 5.0943 <0.0001
florida - marianas 18.5893 6.6849 391 2.7808 0.1028
florida - middleHawaiianIslands 18.4600 8.0052 391 2.3060 0.2929
florida - northwestHawaiianIslands 0.4552 10.6400 391 0.0428 1
florida - pacificRemoteIslandArea 50.0586 9.2751 391 5.3971 <0.0001
florida - samoa -25.3238 9.1502 391 -2.7676 0.1063
flowerGardenBanks - marianas -49.5491 12.7050 391 -3.9000 0.0028
flowerGardenBanks - middleHawaiianIslands -49.6784 13.4466 391 -3.6945 0.0061
flowerGardenBanks - northwestHawaiianIslands -67.6831 15.1637 391 -4.4635 3e-04
flowerGardenBanks - pacificRemoteIslandArea -18.0798 14.2392 391 -1.2697 0.9095
flowerGardenBanks - samoa -93.4622 14.1582 391 -6.6013 <0.0001
marianas - middleHawaiianIslands -0.1292 6.8260 391 -0.0189 1
marianas - northwestHawaiianIslands -18.1340 9.7837 391 -1.8535 0.5838
marianas - pacificRemoteIslandArea 31.4693 8.2788 391 3.8012 0.0041
marianas - samoa -43.9131 8.1386 391 -5.3956 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -18.0048 10.7292 391 -1.6781 0.7015
middleHawaiianIslands - pacificRemoteIslandArea 31.5986 9.3773 391 3.3697 0.0186
middleHawaiianIslands - samoa -43.7838 9.2538 391 -4.7315 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 49.6034 11.7072 391 4.2370 7e-04
northwestHawaiianIslands - samoa -25.7791 11.6085 391 -2.2207 0.3416
pacificRemoteIslandArea - samoa -75.3824 10.3719 391 -7.2680 <0.0001

5.1.1.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaMass_mgcm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -4.3006 9.4510 391 -0.4550 0.9686
caribbean puertoRico - saintJohn 15.5759 13.6912 391 1.1377 0.6664
caribbean puertoRico - saintThomas 19.5221 13.3407 391 1.4634 0.4608
caribbean saintCroix - saintJohn 19.8764 12.1751 391 1.6325 0.3615
caribbean saintCroix - saintThomas 23.8227 11.7796 391 2.0224 0.1815
caribbean saintJohn - saintThomas 3.9463 15.3911 391 0.2564 0.9941
florida dryTortugas - keys -25.3381 11.1514 391 -2.2722 0.0236
flowerGardenBanks (nothing)
marianas guam - maug 3.3600 10.3508 391 0.3246 0.9882
marianas guam - pagan -13.6789 10.6481 391 -1.2846 0.5733
marianas guam - saipan 33.3384 11.4655 391 2.9077 0.02
marianas maug - pagan -17.0389 9.2813 391 -1.8358 0.2581
marianas maug - saipan 29.9784 10.2088 391 2.9365 0.0184
marianas pagan - saipan 47.0173 10.5100 391 4.4736 <0.0001
middleHawaiianIslands hawaii - oahu 7.4447 11.4882 391 0.6480 0.5173
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 2.3805 19.5126 391 0.1220 0.9918
pacificRemoteIslandArea jarvis - wake 17.9185 18.9754 391 0.9443 0.6126
pacificRemoteIslandArea palmyra - wake 15.5380 15.7507 391 0.9865 0.5858
samoa ofu - tau -35.1866 19.8982 391 -1.7683 0.1817
samoa ofu - tutuila -9.2327 16.9990 391 -0.5431 0.85
samoa tau - tutuila 25.9539 16.2040 391 1.6017 0.2461

5.1.2 ANOVA for deltaVolume_mm3cm2y

5.1.2.1 ANOVA table for deltaVolume_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 68059.96 9722.8516 10.8906 <0.0001
loc1:loc2 12 30511.40 2542.6164 2.8480 9e-04
Residuals 391 349075.37 892.7759

5.1.2.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaVolume_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -8.9345 5.5759 391 -1.6023 0.7488
caribbean - flowerGardenBanks 35.8271 10.0793 391 3.5545 0.01
caribbean - marianas 1.9820 4.5308 391 0.4374 0.9999
caribbean - middleHawaiianIslands -2.5357 5.6782 391 -0.4466 0.9998
caribbean - northwestHawaiianIslands -16.1353 7.8684 391 -2.0506 0.4491
caribbean - pacificRemoteIslandArea 16.4398 6.7450 391 2.4373 0.2264
caribbean - samoa -36.3167 6.6412 391 -5.4684 <0.0001
florida - flowerGardenBanks 44.7616 10.3949 391 4.3061 6e-04
florida - marianas 10.9164 5.1953 391 2.1012 0.4159
florida - middleHawaiianIslands 6.3987 6.2213 391 1.0285 0.9699
florida - northwestHawaiianIslands -7.2009 8.2689 391 -0.8708 0.9884
florida - pacificRemoteIslandArea 25.3743 7.2082 391 3.5202 0.0113
florida - samoa -27.3822 7.1111 391 -3.8506 0.0034
flowerGardenBanks - marianas -33.8451 9.8738 391 -3.4278 0.0154
flowerGardenBanks - middleHawaiianIslands -38.3629 10.4501 391 -3.6710 0.0066
flowerGardenBanks - northwestHawaiianIslands -51.9624 11.7846 391 -4.4094 4e-04
flowerGardenBanks - pacificRemoteIslandArea -19.3873 11.0661 391 -1.7520 0.653
flowerGardenBanks - samoa -72.1438 11.0031 391 -6.5566 <0.0001
marianas - middleHawaiianIslands -4.5177 5.3049 391 -0.8516 0.9899
marianas - northwestHawaiianIslands -18.1173 7.6035 391 -2.3828 0.2527
marianas - pacificRemoteIslandArea 14.4578 6.4339 391 2.2471 0.3261
marianas - samoa -38.2986 6.3250 391 -6.0551 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -13.5996 8.3383 391 -1.6310 0.7313
middleHawaiianIslands - pacificRemoteIslandArea 18.9756 7.2876 391 2.6038 0.1576
middleHawaiianIslands - samoa -33.7809 7.1916 391 -4.6972 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 32.5751 9.0984 391 3.5803 0.0091
northwestHawaiianIslands - samoa -20.1813 9.0217 391 -2.2370 0.332
pacificRemoteIslandArea - samoa -52.7565 8.0606 391 -6.5450 <0.0001

5.1.2.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaVolume_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 1.4020 7.3449 391 0.1909 0.9975
caribbean puertoRico - saintJohn 12.7103 10.6402 391 1.1946 0.6307
caribbean puertoRico - saintThomas 17.1153 10.3678 391 1.6508 0.3514
caribbean saintCroix - saintJohn 11.3083 9.4620 391 1.1951 0.6303
caribbean saintCroix - saintThomas 15.7132 9.1546 391 1.7164 0.3165
caribbean saintJohn - saintThomas 4.4050 11.9613 391 0.3683 0.9829
florida dryTortugas - keys -15.8001 8.6664 391 -1.8231 0.069
flowerGardenBanks (nothing)
marianas guam - maug 6.6506 8.0442 391 0.8268 0.8418
marianas guam - pagan -9.4913 8.2753 391 -1.1470 0.6606
marianas guam - saipan 27.4881 8.9105 391 3.0849 0.0117
marianas maug - pagan -16.1419 7.2131 391 -2.2379 0.1149
marianas maug - saipan 20.8376 7.9338 391 2.6264 0.0442
marianas pagan - saipan 36.9795 8.1680 391 4.5274 <0.0001
middleHawaiianIslands hawaii - oahu 4.5001 8.9282 391 0.5040 0.6145
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 3.0976 15.1643 391 0.2043 0.9773
pacificRemoteIslandArea jarvis - wake 9.6785 14.7469 391 0.6563 0.7889
pacificRemoteIslandArea palmyra - wake 6.5809 12.2408 391 0.5376 0.8528
samoa ofu - tau -24.5156 15.4640 391 -1.5853 0.2532
samoa ofu - tutuila 1.1479 13.2109 391 0.0869 0.9958
samoa tau - tutuila 25.6635 12.5931 391 2.0379 0.1046

5.1.3 ANOVA for deltaDensity_mgcm3cm2y

5.1.3.1 ANOVA table for deltaDensity_mgcm3cm2y

term df sumsq meansq statistic p.value
loc1 7 80.3328 11.4761 12.8251 <0.0001
loc1:loc2 9 15.5823 1.7314 1.9349 0.0469
Residuals 294 263.0764 0.8948

5.1.3.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaDensity_mgcm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 0.1368 0.2004 294 0.6828 0.9974
caribbean - flowerGardenBanks -0.6013 0.3329 294 -1.8062 0.6163
caribbean - marianas -0.2361 0.1876 294 -1.2586 0.9131
caribbean - middleHawaiianIslands -0.0987 0.2033 294 -0.4853 0.9997
caribbean - northwestHawaiianIslands 0.0474 0.2666 294 0.1780 1
caribbean - pacificRemoteIslandArea 0.8762 0.2974 294 2.9458 0.0674
caribbean - samoa 1.4013 0.2345 294 5.9757 <0.0001
florida - flowerGardenBanks -0.7382 0.3291 294 -2.2431 0.3293
florida - marianas -0.3729 0.1807 294 -2.0638 0.441
florida - middleHawaiianIslands -0.2355 0.1970 294 -1.1957 0.9327
florida - northwestHawaiianIslands -0.0894 0.2618 294 -0.3415 1
florida - pacificRemoteIslandArea 0.7393 0.2931 294 2.5221 0.1903
florida - samoa 1.2645 0.2290 294 5.5207 <0.0001
flowerGardenBanks - marianas 0.3653 0.3214 294 1.1364 0.9483
flowerGardenBanks - middleHawaiianIslands 0.5027 0.3308 294 1.5194 0.7966
flowerGardenBanks - northwestHawaiianIslands 0.6488 0.3731 294 1.7389 0.6617
flowerGardenBanks - pacificRemoteIslandArea 1.4775 0.3957 294 3.7337 0.0055
flowerGardenBanks - samoa 2.0026 0.3509 294 5.7074 <0.0001
marianas - middleHawaiianIslands 0.1374 0.1839 294 0.7473 0.9954
marianas - northwestHawaiianIslands 0.2835 0.2521 294 1.1247 0.951
marianas - pacificRemoteIslandArea 1.1122 0.2845 294 3.9094 0.0029
marianas - samoa 1.6374 0.2179 294 7.5152 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 0.1461 0.2640 294 0.5535 0.9993
middleHawaiianIslands - pacificRemoteIslandArea 0.9748 0.2951 294 3.3033 0.0236
middleHawaiianIslands - samoa 1.5000 0.2315 294 6.4781 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 0.8287 0.3418 294 2.4246 0.2334
northwestHawaiianIslands - samoa 1.3539 0.2887 294 4.6894 1e-04
pacificRemoteIslandArea - samoa 0.5251 0.3174 294 1.6545 0.7165

5.1.3.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaDensity_mgcm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 0.1148 0.2922 294 0.3927 0.6948
florida dryTortugas - keys -0.7084 0.2744 294 -2.5819 0.0103
flowerGardenBanks (nothing)
marianas guam - maug 0.3557 0.3067 294 1.1598 0.6527
marianas guam - pagan 0.3436 0.3351 294 1.0253 0.7348
marianas guam - saipan -0.2660 0.3664 294 -0.7262 0.8866
marianas maug - pagan -0.0122 0.2950 294 -0.0412 1.0000
marianas maug - saipan -0.6218 0.3301 294 -1.8834 0.2374
marianas pagan - saipan -0.6096 0.3567 294 -1.7092 0.3207
middleHawaiianIslands hawaii - oahu 0.1220 0.2827 294 0.4317 0.6663
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -0.9873 0.5181 294 -1.9056 0.0577
samoa ofu - tau -0.5769 0.5056 294 -1.1410 0.4897
samoa ofu - tutuila 0.0215 0.4182 294 0.0514 0.9985
samoa tau - tutuila 0.5984 0.4182 294 1.4307 0.3264

5.1.4 ANOVA for macroboring_mm3cm2y

5.1.4.1 ANOVA table for macroboring_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 1130.3536 161.4791 10.7933 <0.0001
loc1:loc2 12 511.0274 42.5856 2.8464 9e-04
Residuals 391 5849.7657 14.9610

5.1.4.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): macroboring_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -0.5639 0.7218 391 -0.7812 0.994
caribbean - flowerGardenBanks -4.5398 1.3048 391 -3.4793 0.0129
caribbean - marianas -3.8268 0.5865 391 -6.5246 <0.0001
caribbean - middleHawaiianIslands -0.1559 0.7351 391 -0.2120 1
caribbean - northwestHawaiianIslands -4.6071 1.0186 391 -4.5230 2e-04
caribbean - pacificRemoteIslandArea -4.2875 0.8732 391 -4.9103 <0.0001
caribbean - samoa -1.4260 0.8597 391 -1.6586 0.7139
florida - flowerGardenBanks -3.9759 1.3456 391 -2.9546 0.0649
florida - marianas -3.2629 0.6725 391 -4.8517 <0.0001
florida - middleHawaiianIslands 0.4080 0.8054 391 0.5066 0.9996
florida - northwestHawaiianIslands -4.0432 1.0704 391 -3.7772 0.0045
florida - pacificRemoteIslandArea -3.7236 0.9331 391 -3.9905 0.002
florida - samoa -0.8621 0.9206 391 -0.9365 0.9823
flowerGardenBanks - marianas 0.7130 1.2782 391 0.5578 0.9993
flowerGardenBanks - middleHawaiianIslands 4.3839 1.3528 391 3.2406 0.0281
flowerGardenBanks - northwestHawaiianIslands -0.0673 1.5255 391 -0.0441 1
flowerGardenBanks - pacificRemoteIslandArea 0.2523 1.4325 391 0.1761 1
flowerGardenBanks - samoa 3.1138 1.4244 391 2.1861 0.3624
marianas - middleHawaiianIslands 3.6709 0.6867 391 5.3455 <0.0001
marianas - northwestHawaiianIslands -0.7803 0.9843 391 -0.7927 0.9934
marianas - pacificRemoteIslandArea -0.4607 0.8329 391 -0.5531 0.9993
marianas - samoa 2.4008 0.8188 391 2.9322 0.0691
middleHawaiianIslands - northwestHawaiianIslands -4.4512 1.0794 391 -4.1238 0.0012
middleHawaiianIslands - pacificRemoteIslandArea -4.1316 0.9434 391 -4.3795 4e-04
middleHawaiianIslands - samoa -1.2701 0.9310 391 -1.3643 0.8728
northwestHawaiianIslands - pacificRemoteIslandArea 0.3196 1.1778 391 0.2713 1
northwestHawaiianIslands - samoa 3.1811 1.1679 391 2.7239 0.1185
pacificRemoteIslandArea - samoa 2.8615 1.0435 391 2.7423 0.1132

5.1.4.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: macroboring_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -2.5254 0.9508 391 -2.6560 0.0409
caribbean puertoRico - saintJohn 0.7791 1.3774 391 0.5656 0.9422
caribbean puertoRico - saintThomas -2.2789 1.3421 391 -1.6980 0.3261
caribbean saintCroix - saintJohn 3.3044 1.2249 391 2.6978 0.0365
caribbean saintCroix - saintThomas 0.2465 1.1851 391 0.2080 0.9968
caribbean saintJohn - saintThomas -3.0579 1.5484 391 -1.9749 0.1993
florida dryTortugas - keys -3.6754 1.1219 391 -3.2761 0.0011
flowerGardenBanks (nothing)
marianas guam - maug -0.5371 1.0413 391 -0.5158 0.9553
marianas guam - pagan 1.5309 1.0713 391 1.4291 0.4819
marianas guam - saipan -0.6089 1.1535 391 -0.5279 0.9523
marianas maug - pagan 2.0679 0.9337 391 2.2147 0.1210
marianas maug - saipan -0.0718 1.0271 391 -0.0699 0.9999
marianas pagan - saipan -2.1398 1.0574 391 -2.0237 0.1810
middleHawaiianIslands hawaii - oahu -1.1644 1.1558 391 -1.0075 0.3143
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -1.6527 1.9631 391 -0.8419 0.6772
pacificRemoteIslandArea jarvis - wake -1.3055 1.9090 391 -0.6838 0.7731
pacificRemoteIslandArea palmyra - wake 0.3472 1.5846 391 0.2191 0.9739
samoa ofu - tau -3.2705 2.0019 391 -1.6338 0.2327
samoa ofu - tutuila -2.7715 1.7102 391 -1.6206 0.2381
samoa tau - tutuila 0.4990 1.6302 391 0.3061 0.9497

5.1.5 ANOVA for accretion_mm3cm2y

5.1.5.1 ANOVA table for accretion_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 11912.417 1701.7739 9.2814 <0.0001
loc1:loc2 12 5303.243 441.9369 2.4103 0.0051
Residuals 391 71691.113 183.3532

5.1.5.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): accretion_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -5.9379 2.5269 391 -2.3499 0.2695
caribbean - flowerGardenBanks 2.9770 4.5677 391 0.6517 0.9981
caribbean - marianas -5.5374 2.0533 391 -2.6969 0.1266
caribbean - middleHawaiianIslands -2.1957 2.5733 391 -0.8533 0.9898
caribbean - northwestHawaiianIslands 3.5439 3.5658 391 0.9938 0.9752
caribbean - pacificRemoteIslandArea -3.1119 3.0567 391 -1.0180 0.9716
caribbean - samoa -20.7421 3.0097 391 -6.8918 <0.0001
florida - flowerGardenBanks 8.9149 4.7108 391 1.8924 0.5569
florida - marianas 0.4005 2.3544 391 0.1701 1
florida - middleHawaiianIslands 3.7422 2.8194 391 1.3273 0.8881
florida - northwestHawaiianIslands 9.4818 3.7473 391 2.5303 0.1859
florida - pacificRemoteIslandArea 2.8260 3.2666 391 0.8651 0.9889
florida - samoa -14.8042 3.2226 391 -4.5938 2e-04
flowerGardenBanks - marianas -8.5144 4.4746 391 -1.9028 0.5498
flowerGardenBanks - middleHawaiianIslands -5.1727 4.7358 391 -1.0923 0.9582
flowerGardenBanks - northwestHawaiianIslands 0.5668 5.3406 391 0.1061 1
flowerGardenBanks - pacificRemoteIslandArea -6.0889 5.0150 391 -1.2141 0.9275
flowerGardenBanks - samoa -23.7191 4.9864 391 -4.7567 <0.0001
marianas - middleHawaiianIslands 3.3417 2.4041 391 1.3900 0.8616
marianas - northwestHawaiianIslands 9.0812 3.4458 391 2.6355 0.1465
marianas - pacificRemoteIslandArea 2.4255 2.9157 391 0.8319 0.9912
marianas - samoa -15.2047 2.8664 391 -5.3045 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 5.7396 3.7788 391 1.5189 0.797
middleHawaiianIslands - pacificRemoteIslandArea -0.9162 3.3026 391 -0.2774 1
middleHawaiianIslands - samoa -18.5464 3.2591 391 -5.6906 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea -6.6557 4.1232 391 -1.6142 0.7416
northwestHawaiianIslands - samoa -24.2859 4.0885 391 -5.9401 <0.0001
pacificRemoteIslandArea - samoa -17.6302 3.6529 391 -4.8263 <0.0001

5.1.5.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: accretion_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -2.5828 3.3286 391 -0.7759 0.8653
caribbean puertoRico - saintJohn 1.3021 4.8220 391 0.2700 0.9931
caribbean puertoRico - saintThomas 3.2877 4.6985 391 0.6997 0.8971
caribbean saintCroix - saintJohn 3.8849 4.2880 391 0.9060 0.8017
caribbean saintCroix - saintThomas 5.8705 4.1487 391 1.4150 0.4907
caribbean saintJohn - saintThomas 1.9856 5.4207 391 0.3663 0.9832
florida dryTortugas - keys -12.2699 3.9275 391 -3.1241 0.0019
flowerGardenBanks (nothing)
marianas guam - maug 8.9755 3.6455 391 2.4621 0.0676
marianas guam - pagan 4.7272 3.7502 391 1.2605 0.5887
marianas guam - saipan 11.6677 4.0381 391 2.8894 0.0211
marianas maug - pagan -4.2483 3.2688 391 -1.2996 0.5637
marianas maug - saipan 2.6922 3.5955 391 0.7488 0.8772
marianas pagan - saipan 6.9405 3.7016 391 1.8750 0.2405
middleHawaiianIslands hawaii - oahu -2.9110 4.0461 391 -0.7195 0.4723
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -5.2770 6.8722 391 -0.7679 0.7230
pacificRemoteIslandArea jarvis - wake -10.8568 6.6830 391 -1.6245 0.2365
pacificRemoteIslandArea palmyra - wake -5.5799 5.5473 391 -1.0059 0.5736
samoa ofu - tau -10.8260 7.0080 391 -1.5448 0.2712
samoa ofu - tutuila -1.9396 5.9869 391 -0.3240 0.9438
samoa tau - tutuila 8.8864 5.7070 391 1.5571 0.2656

5.1.6 ANOVA for grazing_mm3cm2y

5.1.6.1 ANOVA table for grazing_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 51153.29 7307.6126 14.5170 <0.0001
loc1:loc2 12 20757.85 1729.8211 3.4364 <0.0001
Residuals 391 196822.46 503.3822

5.1.6.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): grazing_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -2.4327 4.1869 391 -0.5810 0.9991
caribbean - flowerGardenBanks 37.3899 7.5684 391 4.9402 <0.0001
caribbean - marianas 11.3462 3.4021 391 3.3350 0.0208
caribbean - middleHawaiianIslands -0.1842 4.2637 391 -0.0432 1
caribbean - northwestHawaiianIslands -15.0721 5.9084 391 -2.5510 0.1776
caribbean - pacificRemoteIslandArea 23.8392 5.0648 391 4.7069 <0.0001
caribbean - samoa -14.1486 4.9868 391 -2.8372 0.089
florida - flowerGardenBanks 39.8226 7.8055 391 5.1019 <0.0001
florida - marianas 13.7789 3.9011 391 3.5321 0.0108
florida - middleHawaiianIslands 2.2485 4.6715 391 0.4813 0.9997
florida - northwestHawaiianIslands -12.6394 6.2091 391 -2.0356 0.4592
florida - pacificRemoteIslandArea 26.2719 5.4126 391 4.8539 <0.0001
florida - samoa -11.7159 5.3397 391 -2.1941 0.3575
flowerGardenBanks - marianas -26.0437 7.4142 391 -3.5127 0.0115
flowerGardenBanks - middleHawaiianIslands -37.5741 7.8469 391 -4.7884 <0.0001
flowerGardenBanks - northwestHawaiianIslands -52.4619 8.8489 391 -5.9286 <0.0001
flowerGardenBanks - pacificRemoteIslandArea -13.5507 8.3095 391 -1.6307 0.7314
flowerGardenBanks - samoa -51.5385 8.2622 391 -6.2379 <0.0001
marianas - middleHawaiianIslands -11.5304 3.9834 391 -2.8946 0.0764
marianas - northwestHawaiianIslands -26.4183 5.7094 391 -4.6272 1e-04
marianas - pacificRemoteIslandArea 12.4930 4.8312 391 2.5859 0.1642
marianas - samoa -25.4948 4.7494 391 -5.3680 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -14.8879 6.2611 391 -2.3778 0.2552
middleHawaiianIslands - pacificRemoteIslandArea 24.0234 5.4722 391 4.3901 4e-04
middleHawaiianIslands - samoa -13.9644 5.4001 391 -2.5859 0.1642
northwestHawaiianIslands - pacificRemoteIslandArea 38.9113 6.8319 391 5.6955 <0.0001
northwestHawaiianIslands - samoa 0.9235 6.7743 391 0.1363 1
pacificRemoteIslandArea - samoa -37.9878 6.0526 391 -6.2762 <0.0001

5.1.6.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: grazing_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 6.5102 5.5153 391 1.1804 0.6396
caribbean puertoRico - saintJohn 10.6292 7.9897 391 1.3304 0.5441
caribbean puertoRico - saintThomas 16.1065 7.7851 391 2.0689 0.1652
caribbean saintCroix - saintJohn 4.1190 7.1050 391 0.5797 0.9381
caribbean saintCroix - saintThomas 9.5963 6.8741 391 1.3960 0.5026
caribbean saintJohn - saintThomas 5.4773 8.9817 391 0.6098 0.9289
florida dryTortugas - keys 0.1452 6.5075 391 0.0223 0.9822
flowerGardenBanks (nothing)
marianas guam - maug -1.7879 6.0404 391 -0.2960 0.991
marianas guam - pagan -15.7494 6.2138 391 -2.5346 0.0563
marianas guam - saipan 16.4293 6.6908 391 2.4555 0.0687
marianas maug - pagan -13.9615 5.4162 391 -2.5777 0.0503
marianas maug - saipan 18.2172 5.9574 391 3.0579 0.0127
marianas pagan - saipan 32.1787 6.1333 391 5.2466 <0.0001
middleHawaiianIslands hawaii - oahu 8.5756 6.7041 391 1.2792 0.2016
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 10.0272 11.3868 391 0.8806 0.6529
pacificRemoteIslandArea jarvis - wake 21.8408 11.0733 391 1.9724 0.1204
pacificRemoteIslandArea palmyra - wake 11.8135 9.1915 391 1.2853 0.4043
samoa ofu - tau -10.4190 11.6118 391 -0.8973 0.6423
samoa ofu - tutuila 5.8590 9.9200 391 0.5906 0.8252
samoa tau - tutuila 16.2780 9.4560 391 1.7214 0.1984

5.2 Plots of BAR data by loc2

5.2.1 Plot deltaVolume_mm3cm2y


5.2.2 Plot deltaDensity_mgcm3cm2y


5.2.3 Plot macroboring_mm3cm2y


5.2.4 Plot grazing_mm3cm2y


5.2.5 Plot accretion_mm3cm2y


5.2.6 dryTortugas

### guam

5.2.7 hawaii

### keys

5.2.8 maug

### ofu

5.2.9 pagan

### pearlHermes

5.2.10 puertoRico

### saintJohn

5.2.11 saintThomas

### tau

5.2.12 tutuila

### Caribbean

5.2.13 Florida

### Marianas

5.2.14 Middle Hawaiian Islands

### Pacific Remote Island Area

5.2.15 American Samoa


6 Exploration of grazing as a driver

6.1 BAR data vs. Grazing

6.1.1 MASS change vs Grazing

6.1.2 VOLUME change vs Grazing

6.1.3 DENSITY change vs Grazing

6.1.4 MACROBORING vs Grazing

6.1.5 ACCRETION vs Grazing

7 Exploration of parrotfish as a driver

7.1 Parrotfish Loc2 as driver

## $meanDeltaMass

## $meanDeltaVolume

## $meanDeltaDensity

## $meanMacroboring

## $meanGrazing

## $meanAccretion

7.2 Parrotfish Loc3 as driver of Loc3 averages

## $meanDeltaMass

## $meanDeltaVolume

## $meanDeltaDensity

## $meanMacroboring

## $meanGrazing

## $meanAccretion

7.3 Parrotfish Loc3 as driver of BAR point data

8 Exploration of environmental data as a driver

8.1 Satellite environmental data

8.2 Aragonite saturation state as a driver

8.2.1 AragSatState by loc2

8.2.2 AragSatState by loc3

9 Multivariate analysis

## [1] 0.1522198

Stress = 0.1522198

10 Human pressure/proximity analysis

10.1 Calculate human pressure statistics

Distance to coastline, port, city, or nearest port/city

Population within a set radius Data from: https://search.earthdata.nasa.gov/search?q=CIESIN%20ESDIS

Display human pressure statistics table
Human pressure statistics by loc3
location
distance
population
loc3 latitude longitude basin dist_coast_km dist_port_km dist_city_km dist_human_access_km population_5km_2005 population_10km_2005 population_50km_2005 population_100km_2005
puertoRico-east 18.3307 -65.3337 atlantic 0.4788 42.7822 84.8951 42.7822 1655.5532 1774.8440 174058.2102 2197747.8189
puertoRico-north 18.4823 -66.7212 atlantic 0.4528 2.2049 4.7875 2.2049 32125.5092 89699.7317 1006934.1268 3501549.6475
puertoRico-northeast 18.3370 -65.5646 atlantic 6.7774 56.6559 60.7460 56.6559 0.9115 18814.2291 866252.1875 2573861.0531
puertoRico-south 17.9105 -66.2316 atlantic 3.1541 40.5643 41.9377 40.5643 1262.4087 22720.7850 1231073.4198 3390075.6168
puertoRico-west 18.3443 -67.2692 atlantic 0.6183 15.1529 20.9596 15.1529 10448.1150 37815.1842 636276.7822 1465893.5192
saintCroix-east 17.8281 -64.4671 atlantic 12.4647 74.2925 31.1710 31.1710 0.0000 0.0000 49178.2971 139488.6493
saintCroix-north 17.7853 -64.7595 atlantic 0.1380 63.3690 4.0150 4.0150 9369.2126 29593.6079 49178.6871 150644.6981
saintCroix-south 17.7012 -64.6479 atlantic 2.4142 76.1663 12.1132 12.1132 1894.7723 12063.4927 49178.2971 150556.0095
saintCroix-west 17.7338 -64.8964 atlantic 0.9806 66.6167 15.6143 15.6143 5643.1254 17797.8222 49178.2971 164548.9777
saintJohn-north 18.3632 -64.7705 atlantic 0.7263 17.0182 68.1732 17.0182 2715.1602 10158.6219 90161.7515 212217.2805
saintJohn-south 18.3098 -64.7230 atlantic 0.3172 21.8265 62.2663 21.8265 1268.5472 5796.5155 90161.7515 190605.4513
saintJohn-west 18.3280 -64.8090 atlantic 0.8179 12.6097 64.5339 12.6097 6107.3887 23337.0525 89581.7562 236043.7161
saintThomas-north 18.3826 -64.9782 atlantic 0.8990 7.6870 74.3253 7.6870 9503.1453 36856.8761 87305.9903 520845.3421
saintThomas-south 18.3443 -64.9844 atlantic 0.4425 6.0583 70.5367 6.0583 20928.1255 37273.6080 87246.6181 558523.3441
saintThomas-west 18.3408 -65.0827 atlantic 4.5763 16.3123 74.4836 16.3123 355.0389 1931.0336 84975.2246 1014491.6905
dryTortugas-west 24.6112 -82.8704 atlantic 73.2976 178.8298 110.1604 110.1604 17.8305 17.8305 17.8305 58.8405
keys-uko 24.8929 -80.5455 atlantic 7.2012 105.2073 64.3481 64.3481 0.0000 2331.7546 18429.0543 1207927.9023
flowerGardenBanks-east 27.9074 -93.5992 atlantic 192.7863 195.6377 194.1644 194.1644 0.0000 0.0000 0.0000 0.0000
guam-east 13.4752 144.8649 pacific 0.5327 216.0497 12.4344 12.4344 16458.4615 115256.7379 180374.9993 182958.0276
guam-north 13.6033 144.9237 pacific 0.0552 200.4536 23.9199 23.9199 3503.8694 42970.9357 180363.2034 182958.0276
guam-south 13.2418 144.7045 pacific 0.0529 246.9930 25.8523 25.8523 1675.6335 4010.7071 180374.9993 180374.9993
guam-west 13.5290 144.8004 pacific 0.4206 213.8562 8.5189 8.5189 43282.3581 128131.6122 180374.9993 182958.0276
maug-east 20.0204 145.2398 pacific 0.5904 535.7026 537.4806 535.7026 0.0000 0.0000 0.0000 0.0000
maug-north 20.0357 145.2247 pacific 0.3456 537.5561 539.3381 537.5561 0.0000 0.0000 0.0000 0.0000
maug-south 20.0140 145.2275 pacific 0.7775 535.1257 536.9076 535.1257 0.0000 0.0000 0.0000 0.0000
maug-west 20.0131 145.2081 pacific 2.5249 535.2424 537.0299 535.2424 0.0000 0.0000 0.0000 0.0000
pagan-east 18.0961 145.7649 pacific 2.1843 319.1744 320.7833 319.1744 0.0000 0.0000 0.0000 0.0000
pagan-north 18.1679 145.7949 pacific 0.7312 327.2013 328.7940 327.2013 0.0000 0.0000 0.0000 0.0000
pagan-south 18.0456 145.7062 pacific 1.6958 313.5620 315.2037 313.5620 0.0000 0.0000 0.0000 0.0000
pagan-west 18.1201 145.7547 pacific 0.3276 321.8369 323.4515 321.8369 0.0000 0.0000 0.0000 0.0000
saipan-east 15.2587 145.8157 pacific 0.3453 9.4013 8.7508 8.7508 1661.4802 7620.7097 53178.9814 53178.9814
saipan-northwest 15.2572 145.7667 pacific 0.2303 4.8799 5.3946 4.8799 3975.5045 20274.3834 53178.9814 53178.9814
saipan-south 15.0979 145.7434 pacific 0.1754 14.2589 12.6325 12.6325 6906.8541 33084.5755 53178.9814 53178.9814
saipan-west 15.1564 145.6897 pacific 0.2312 9.1153 8.9338 8.9338 23871.8189 44739.5081 53178.9814 53178.9814
hawaii-north 20.2638 -155.8674 pacific 0.0801 102.2096 70.6999 70.6999 1552.1041 5469.5194 34829.1877 257520.2750
hawaii-west 19.2443 -155.9003 pacific 0.0624 102.7459 44.7390 44.7390 482.5357 1578.6934 55158.9708 160424.5612
oahu-east 21.4797 -157.7830 pacific 2.9881 21.1340 21.0940 21.0940 3653.2087 82360.9831 1006900.6897 1014230.3045
oahu-north 21.5909 -158.1747 pacific 0.5327 44.1567 18.4253 18.4253 3394.7903 10822.3555 857408.3451 1006908.6371
oahu-south 21.2884 -157.8653 pacific 0.2750 2.4960 1.8232 1.8232 186392.6575 367667.7396 1006884.9168 1014222.9209
oahu-west 21.5341 -158.2344 pacific 0.3390 44.9189 22.0740 22.0740 281.1310 13926.5492 791421.8300 1006908.6371
pearlHermes-south 27.7824 -175.8820 pacific 148.9444 1786.9759 1784.4486 1784.4486 0.0000 0.0000 0.0000 0.0000
pearlHermes-west 27.7931 -175.9974 pacific 137.8364 1798.1576 1795.6322 1795.6322 0.0000 0.0000 0.0000 0.0000
jarvis-south -0.3823 -160.0031 pacific 0.9892 1941.0096 1655.2227 1655.2227 0.0000 0.0000 0.0000 0.0000
jarvis-west -0.3690 -160.0081 pacific 0.4019 1941.8630 1655.5765 1655.5765 0.0000 0.0000 0.0000 0.0000
palmyra-east 5.8638 -162.0306 pacific 3.5324 1716.1266 1665.2395 1665.2395 0.0000 0.0000 0.0000 0.0000
palmyra-north 5.8973 -162.0782 pacific 0.7948 1715.0234 1663.8248 1663.8248 0.0000 0.0000 0.0000 0.0000
palmyra-west 5.8832 -162.1332 pacific 3.3270 1719.0747 1667.6352 1667.6352 0.0000 0.0000 0.0000 0.0000
wake-east 19.3062 166.6511 pacific 0.9555 2265.1653 1449.8865 1449.8865 0.0000 0.0000 0.0000 0.0000
wake-north 19.3160 166.6272 pacific 1.3926 2262.8449 1451.8180 1451.8180 0.0000 0.0000 0.0000 0.0000
wake-south 19.2807 166.6278 pacific 0.1135 2262.3380 1448.1336 1448.1336 0.0000 0.0000 0.0000 0.0000
wake-west 19.3163 166.5982 pacific 4.0085 2259.8407 1452.9511 1452.9511 0.0000 0.0000 0.0000 0.0000
ofu-north -14.1578 -169.6744 pacific 1.4235 110.0087 112.0437 110.0087 94.5409 250.6376 1092.6667 5983.4973
ofu-south -14.1733 -169.6419 pacific 0.1076 113.3033 115.3372 113.3033 249.9128 250.6376 1092.6667 1842.0556
tau-north -14.2124 -169.4407 pacific 2.0237 134.6007 136.6287 134.6007 278.4084 809.5039 1092.6667 1092.6667
tau-west -14.2576 -169.5007 pacific 0.5732 127.9582 129.9786 127.9582 636.1990 842.0291 1092.6667 1092.6667
tutuila-east -14.2852 -170.5640 pacific 1.6456 13.4096 15.3999 13.4096 5648.4712 8698.6475 54746.1169 56441.7820
tutuila-north -14.2448 -170.6524 pacific 0.8956 5.0353 6.8361 5.0353 6690.7845 21175.8085 54746.1169 62381.3898
tutuila-south -14.3635 -170.7630 pacific 0.1262 12.8108 11.4121 11.4121 21281.2636 35985.8507 54746.1169 66583.7416
tutuila-west -14.2946 -170.8120 pacific 1.2894 13.5622 11.5284 11.5284 2953.5677 26490.2097 54746.1169 74783.9287

10.2 Human pressure graphs

10.2.1 Human pressure by loc3

10.2.2 Human pressure all points

10.2.3 Human pressure as gravity index

10.2.4 stats analysis

## 
## Call:
## lm(formula = acc_mean ~ omega_loc2 * basin, data = df2, weights = w_accretion)
## 
## Weighted Residuals:
##     Min      1Q  Median      3Q     Max 
## -29.649 -13.414  -6.728  16.247  40.002 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               250.70      79.65   3.147  0.00623 ** 
## omega_loc2                -63.80      21.39  -2.982  0.00880 ** 
## basinpacific             -342.51      86.22  -3.973  0.00109 ** 
## omega_loc2:basinpacific    93.48      23.28   4.015  0.00100 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 23.17 on 16 degrees of freedom
## Multiple R-squared:  0.5534, Adjusted R-squared:  0.4697 
## F-statistic:  6.61 on 3 and 16 DF,  p-value: 0.004098

11 Abstract

The remarkable biodiversity of coral reef is a direct result of complex three-dimensional structures that provides shelter to its inhabitants. This calcium carbonate framework - created by corals - forms the foundation for fundamental goods and services, a natural infrastructure for coastal communities worldwide. Importantly, reef framework, the species that dependent on it and the services we rely on, are threatened by myriad stressors which contribute to the global decline of habitat forming species, all the while accelerating the rate at which habitat is eroded away. Survey-based approaches have been used at regional (REF) and global scales (REF), estimating trajectories that are largely negative and insufficient to keep pace with sea level rise (REF). To date, however, the persistence of reef carbonates has yet to be measured across global scales - a critical knowledge gap that has implications for the countless species that rely on coral reefs, including us.